{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vector-based Personalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../..')\n",
    "import os\n",
    "import random\n",
    "import pickle\n",
    "from collections import defaultdict\n",
    "from datetime import datetime\n",
    "from operator import itemgetter\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy\n",
    "import seaborn as sns\n",
    "import sklearn.cluster as cluster\n",
    "from aips import get_engine, display_product_search\n",
    "from aips.spark import create_view_from_collection\n",
    "from aips.spark.dataframe import from_sql\n",
    "from pyspark.conf import SparkConf\n",
    "from pyspark.ml.feature import IndexToString, StringIndexer\n",
    "from pyspark.sql import SparkSession\n",
    "from pyspark.sql.functions import col, explode\n",
    "\n",
    "import pandas\n",
    "pandas.DataFrame.iteritems = pandas.DataFrame.items\n",
    "\n",
    "engine = get_engine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Recommended for making ALS run faster, if you have enough memory / cores allocated to docker\n",
    "conf = SparkConf()\n",
    "conf.set(\"spark.driver.memory\", \"8g\")\n",
    "conf.set(\"spark.executor.memory\", \"8g\")\n",
    "conf.set(\"spark.dynamicAllocation.enabled\", \"true\")\n",
    "conf.set(\"spark.dynamicAllocation.executorMemoryOverhead\", \"8g\")\n",
    "spark = SparkSession.builder.appName(\"AIPS-ch9\").config(conf=conf).getOrCreate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "products_collection = engine.get_collection(\"products\")\n",
    "create_view_from_collection(products_collection, \"products\", spark)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+-------------------+-----------+--------------------+---------------------------------+\n",
      "|count(upc)|count(DISTINCT upc)|count(name)|count(DISTINCT name)|count(DISTINCT short_description)|\n",
      "+----------+-------------------+-----------+--------------------+---------------------------------+\n",
      "|     48194|              46156|      48194|               46124|                            19024|\n",
      "+----------+-------------------+-----------+--------------------+---------------------------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "spark.sql(\"\"\"SELECT COUNT(upc), COUNT(DISTINCT upc), COUNT(name), COUNT(DISTINCT name), COUNT(DISTINCT short_description) FROM products\"\"\").show(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing 9.11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Create the product data set for embeddings \n",
    "query = \"SELECT DISTINCT name, string(upc), short_description FROM products order by name asc\"\n",
    "dataframe = spark.sql(query)\n",
    "dataframe.createOrReplaceTempView(\"products_samples\")\n",
    "product_names = dataframe.select(\"name\").rdd.flatMap(lambda x: x).collect()\n",
    "product_ids = dataframe.select(\"upc\").rdd.flatMap(lambda x: x).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(48164, 48164)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(product_ids), len(product_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
      "  from tqdm.autonotebook import tqdm, trange\n"
     ]
    }
   ],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "## picked this model \"all-mpnet-base-v2\" based on benchmark on this link https://medium.com/@nils_reimers/openai-gpt-3-text-embeddings-really-a-new-state-of-the-art-in-dense-text-embeddings-6571fe3ec9d9\n",
    "transformer = SentenceTransformer(\"all-mpnet-base-v2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_indexed_product_embeddings():\n",
    "    return dict(zip(product_ids, product_embeddings))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing 9.12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "## picked this model \"all-mpnet-base-v2\" based on benchmark on this link https://medium.com/@nils_reimers/openai-gpt-3-text-embeddings-really-a-new-state-of-the-art-in-dense-text-embeddings-6571fe3ec9d9\n",
    "transformer = SentenceTransformer(\"all-mpnet-base-v2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_embeddings(texts, model, cache_name, ignore_cache=False):\n",
    "    cache_file_name = f\"data/embeddings/{cache_name}.pickle\"\n",
    "    if ignore_cache or not os.path.isfile(cache_file_name):\n",
    "        embeddings = model.encode(texts)\n",
    "        os.makedirs(os.path.dirname(cache_file_name), exist_ok=True)\n",
    "        with open(cache_file_name, \"wb\") as fd:\n",
    "            pickle.dump(embeddings, fd)\n",
    "    else:\n",
    "        with open(cache_file_name, \"rb\") as fd:\n",
    "            embeddings = pickle.load(fd)\n",
    "    return embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Takes 10 minutes\n",
    "product_embeddings = get_embeddings(product_names, transformer, cache_name=\"all_product_embeddings\", ignore_cache=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Takes 40 minutes\n",
    "random.seed(0)\n",
    "\n",
    "## Get the clusters tt55\n",
    "def get_clusters(data, algorithm, args):\n",
    "    return algorithm(**args).fit(data)\n",
    "\n",
    "def assign_clusters(labels, product_names):\n",
    "    clusters = defaultdict(lambda:[], {})\n",
    "    for i in range(len(labels)):\n",
    "        clusters[labels[i]].append(product_names[i])\n",
    "    return clusters\n",
    "\n",
    "args = {\"n_clusters\": 100, \"n_init\": 10, \"random_state\": 0}\n",
    "algo = get_clusters(product_embeddings, cluster.KMeans, args)\n",
    "labels = algo.predict(product_embeddings)\n",
    "clusters = assign_clusters(labels, product_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing 9.14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import collections, itertools, numpy as np, matplotlib.pyplot as plt\n",
    "from adjustText import adjust_text\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "stopwords = [\"in\", \"for\", \"with\", \"of\", \"the\", \"to\", \"and\"]\n",
    "\n",
    "def top_words(clusters, top_n):\n",
    "    # Loop through the clusters and split each string on space\n",
    "    tokenized = [cluster.split() for cluster in clusters]\n",
    "    # Flatten the list of lists\n",
    "    flattened = list(itertools.chain.from_iterable(tokenized))\n",
    "    filtered = [word for word in flattened\n",
    "                if len(word) > 1 and word.lower() not in stopwords]\n",
    "    \n",
    "    # Return the most common words\n",
    "    return [word for word, _ \n",
    "            in collections.Counter(filtered).most_common(top_n)]\n",
    "\n",
    "#Transform the data for 2-D visualization\n",
    "plt.figure(figsize=(15, 15))\n",
    "pca = PCA(100, svd_solver=\"full\")\n",
    "centers = algo.cluster_centers_\n",
    "plot_data = pca.fit_transform(centers)\n",
    "\n",
    "points = []\n",
    "for i, cluster_name in enumerate(plot_data):\n",
    "    plt.scatter(plot_data[i, 0], plot_data[i, 1],\n",
    "                s=30, color=\"k\") \n",
    "    label = f\"{i}_{'_'.join(top_words(clusters[i], 2))}\"\n",
    "    points.append(plt.text(plot_data[i, 0],\n",
    "                           plot_data[i, 1],\n",
    "                           label, size=12))\n",
    "adjust_text(points, arrowprops=dict(arrowstyle=\"-\",\n",
    "                          color=\"gray\", alpha=0.3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['3drumsticks - 5B Drumsticks (3-Pack) - Natural',\n",
       " 'Allsop - Ergoprene Gel Wrist Rest - Blue',\n",
       " 'Anji Mountain Bamboo Chairmat & Rug Co. - 36\" x 48\" Bamboo Roll-Up Chair Mat - Natural',\n",
       " 'Anji Mountain Bamboo Chairmat & Rug Co. - 48\" x 52\" Bamboo Roll-Up Chair Mat - Natural',\n",
       " 'Anji Mountain Bamboo Chairmat & Rug Co. - 55\" x 57\" Bamboo Roll-Up Chair Mat - Natural',\n",
       " 'Armpocket - Sport 20 Arm Band - Navy Blue',\n",
       " 'As Seen On TV - Criss Angel Mindfreak Platinum Magic Kit',\n",
       " 'As Seen On TV - Heeltastic',\n",
       " 'As Seen On TV - Instyler',\n",
       " 'As Seen On TV - Pillow Pets Dog - Brown',\n",
       " 'As Seen On TV - Windshield Wonder',\n",
       " 'As Seen On TV - Wonder Hangers (8-Pack)',\n",
       " 'Ashlin - Slim Barrister Tower - Black',\n",
       " 'Ashlin - Slim Barrister Tower - Cherry/Black',\n",
       " 'Atlantic - 2-Disc Media Sleeves (20-Pack) - Blue/Red/Green/Yellow',\n",
       " 'Atlantic - 80-Disc File Cube - Gray Frost',\n",
       " 'Atlantic - Colored Music Sleeves (20-Pack) - Blue/Red/Yellow/Green',\n",
       " 'Atomic9 - RumbleBuds (Black)',\n",
       " 'Atomic9 - RumbleBuds (White)',\n",
       " 'Avery - 2-Sided Business Cards (12-Pack) - White',\n",
       " 'Avery - Easy-Peel Address Labels (10-Pack) - Clear',\n",
       " 'Baseline - Chicago Bears Microfiber Convertible Sofa',\n",
       " 'Baseline - Indianapolis Colts Microfiber Convertible Sofa',\n",
       " 'Baseline - Oakland Raiders Microfiber Convertible Sofa',\n",
       " 'Baseline - Philadelphia Eagles Microfiber Convertible Sofa',\n",
       " 'Baseline - San Francisco 49ers Microfiber Convertible Sofa',\n",
       " 'Bass Pro Shops: The Strike - Windows',\n",
       " 'Bell Sports - Escape Titanium Adult Helmet',\n",
       " \"Bell Sports - Key'n Go Cable and Padlock\",\n",
       " 'Bell Sports - THHJ Seven20 Youth Pads',\n",
       " 'Bell Sports - Wicked Flames Youth Bike Helmet',\n",
       " 'Bell Sports - X Games Recon Value Pack',\n",
       " 'Beurer - Mini Body Massager - White/Red',\n",
       " 'Bizarre Foods with Andrew Zimmern: Collection 4, Part 2 [3 Discs] - DVD',\n",
       " 'Blackhawks Over Los Angeles - CD',\n",
       " 'Bobble - 18.5-Oz. Filtered Water Bottle - Black',\n",
       " 'Bobble - 18.5-Oz. Filtered Water Bottle - Blue',\n",
       " 'Bobble - 18.5-Oz. Filtered Water Bottle - Green',\n",
       " 'Bobble - 18.5-Oz. Filtered Water Bottle - Lavender',\n",
       " 'Bobble - 18.5-Oz. Filtered Water Bottle - Magenta',\n",
       " 'Bobble - 18.5-Oz. Filtered Water Bottle - Navy',\n",
       " 'Bodum - Pavina 20-Oz. Glasses Set - Red',\n",
       " 'Bodum - Pavina 8-Oz. Double-Walled Glasses (2-Pack) - Clear',\n",
       " 'Boise - Aspen 30% Recycled Paper',\n",
       " 'Bond - Havana Tumbled Marble Firebowl - Tan/Walnut',\n",
       " \"Bond - Santorini 5' x 7' Outdoor Rug - Rust\",\n",
       " 'Bone Collection - Horn Stand for Apple&#xAE; iPad&#xAE; 2 - Pink',\n",
       " \"Bosch - Tassimo Twining's Chai Latte T-DISCs (8-Pack)\",\n",
       " 'Boss Marine - Marine Radio Cover for Boss Marine Radios - White',\n",
       " 'Braun - Bikini Styler - Pink',\n",
       " 'Braun - Silk-&#xE9;pil Epilator - White',\n",
       " 'Bravo Sports - 21\" SpongeBob SquarePants Skateboard',\n",
       " 'Bravo Sports - 28\" Hot Wheels Eat My Flames Skateboard',\n",
       " 'Bravo Sports - 28\" Hot Wheels Track Made of Flames Skateboard',\n",
       " 'Bravo Sports - 28\" SpongeBob SquarePants Bob the Pirate Skateboard',\n",
       " 'Bravo Sports - Kryptonics 31\" Stained Blue Skateboard',\n",
       " 'Bravo Sports - Kryptonics 31\" Stained Green Skateboard',\n",
       " 'Bravo Sports - Kryptonics 31\" Stained Red Skateboard',\n",
       " 'Bravo Sports - Satellite Revert Signature 31\" Skateboard',\n",
       " 'Bravo Sports - SpongeBob Squarepants 28\" Skateboard',\n",
       " 'Bravo Sports - SpongeBob Squarepants 28\" Skateboard',\n",
       " 'Bravo Sports - Tony Hawk Huck Jams 180 Series 31\" Skateboard',\n",
       " 'Bravo Sports - Tony Hawk Huck Jams 180 Series Throwback 31\" Skateboard',\n",
       " 'Bravo Sports - Tony Hawk Huck Jams 360 Series Specialforce 31\" Skateboard',\n",
       " 'Brother - 1-1/7\" x 3-1/2\" Address Paper Labels (400-Pack)',\n",
       " 'Brother - 2/3\" x 3-7/16\" File Folder Paper Labels (300-Pack)',\n",
       " 'Brother - Project Runway 294-Stitch Computerized Sewing Machine - White',\n",
       " 'Brother - Refurbished Limited-Edition Project Runway 20-Stitch Sewing Machine - White/Blue',\n",
       " 'Bush - Northfield Credenza - Cherry',\n",
       " 'CHI Air - Air Expert Classic Tourmaline Ceramic 1\" Flat Iron - Onyx Black',\n",
       " 'CHI Air - Air Expert Tourmaline Ceramic Mini 1/2\" Flat Iron - Black/Red',\n",
       " 'CHI Air - Expert Classic Tourmaline Ceramic 1\" Flat Iron - Pink Hope',\n",
       " 'CHI Air - Expert Classic Tourmaline Ceramic 1\" Flat Iron - Pure Pink',\n",
       " 'CHI Air - Expert Classic Tourmaline Ceramic 1\" Flat Iron - Regatta Blue',\n",
       " 'CHI Air - Platinum Shine 1\" Styling Stick - Fire Red',\n",
       " 'CamelBak - Better Bottle 25-Oz. Water Bottle - Blue',\n",
       " 'CamelBak - Better Bottle 25-Oz. Water Bottle - Gray',\n",
       " 'Capital Brands - Baby Bullet - Green/Tan',\n",
       " 'Captial Brands - Magic Bullet - Black',\n",
       " 'Champion Treasures - Green Bay Packers Light-Up Desk Fan',\n",
       " 'Champion Treasures - New Orleans Saints Light-Up Desk Fan',\n",
       " 'Champion Treasures - Philadelphia Phillies Light-Up Desk Fan',\n",
       " 'Champion Treasures - San Francisco 49ers Light-Up Desk Fan',\n",
       " 'Chickenfoot - Crew Neck T-Shirt (Extra Extra-Large) - Black',\n",
       " 'Chickenfoot - Crew Neck T-Shirt (Extra-Large) - Black',\n",
       " 'Chickenfoot - Crew Neck T-Shirt (Medium) - Black',\n",
       " 'Chief - Fusion Hardware Kit - Black/Silver',\n",
       " 'Coast - Pocket Pliers Multitool - Black',\n",
       " 'Coby - 1.5\" LCD Digital Photo Key Chain - Pink',\n",
       " 'Cocoon - 7\" GRID-IT Wrap - Black',\n",
       " 'Cocoon - 7\" GRID-IT Wrap - Gray',\n",
       " 'Cocoon - 7\" GRID-IT Wrap - Red',\n",
       " 'Cocoon - GRID-IT Organizer 3-Ring Binder Accessory - Blush Pink',\n",
       " 'Conair - 1\" Infiniti Pro Ceramic Flat Iron - Purple',\n",
       " 'Conair - 1-1/2\" Infiniti Ionic Steam Straightener - Red',\n",
       " 'Conair - Classique Collection Double-Sided Lighted Makeup Mirror - Chrome',\n",
       " 'Conair - Infiniti Cord-Keeper Professional Tourmaline Ionic Hair Dryer - Fuchsia',\n",
       " 'Conair - Infiniti Ionic Cord-Keeper Hair Dryer - Light Purple',\n",
       " 'Conair - Infiniti Nano Tourmaline Ceramic 1-1/2\" Curling Iron',\n",
       " 'Conair - Infiniti You Curl Curling Iron - Red/Silver',\n",
       " 'Conair - Infiniti You Wave Ultra',\n",
       " 'Conair - Infiniti You Wrap and Wave Styler - Purple',\n",
       " 'Conair - Infinity Pro Nano Silver Tourmaline Ceramic 1\" Flat Iron - Metallic Apple Green',\n",
       " 'Conair - Ion Instant Heat Hair Setter with 12 Jumbo Rollers - Purple/Gray',\n",
       " 'Conair - Ion Shine 1875 Styler - Blue',\n",
       " 'Conair - MiniPRO You Style 2-In-1 Ceramic Styler - Silver/Blue',\n",
       " 'Conair - Moist King-Size Heating Pad',\n",
       " 'Conair - Supreme Curling Irons Combo Pack - Purple',\n",
       " 'Cricut - Expression 6\" x 12\" Cutting Mats (2-Pack)',\n",
       " 'Crosley - Corded Princess Telephone - Pink',\n",
       " 'DW - Logo Flexfit Hat (Small/Medium) - Black/White',\n",
       " 'DW - Short Sleeve DW Logo T-Shirt (Extra Extra Extra Large)',\n",
       " 'DW - Short Sleeve DW Logo T-Shirt (Extra Extra Large) - Black',\n",
       " 'Danby - Designer 17-Bottle Wine Cellar - Black',\n",
       " \"Danby - Maitre'D 12-Bottle Wine Cellar - Black\",\n",
       " 'Danby - Premier 35-Bottle Wine Cellar - Black',\n",
       " 'Delk - 10-in-1 Adventure Tool - Green',\n",
       " 'Delk - 5-in-1 Money Clip - Silver',\n",
       " 'Delk - Golf Buddy - Black/Silver',\n",
       " 'Delk - Ultimate Fishing Tool - Green',\n",
       " 'Dunlop - Arched Capo - Black',\n",
       " 'Dunlop - Formula 65 Polish and Cloth',\n",
       " 'Dunlop - Tortex Guitar Picks (12-Pack) - Orange',\n",
       " 'Dunlop - Tortex Guitar Picks (12-Pack) - Yellow',\n",
       " 'Dunlop - Tortex Picks (12-Pack) - Blue',\n",
       " 'Dynamat - DynaXorb 6\" x 6\" x 1/4\" Sub Pak (8-Pack)',\n",
       " \"Dynamat - Dynatape 30' Solid Aluminum Finishing Tape\",\n",
       " 'Dynamat - Hoodliner 32\" x 54\" x 3/4\" Thermo-Acoustic Insulation',\n",
       " 'Dynamat - Xtreme 12\" x 36\" Door Dampening Sheets (4-Pack) - Aluminum/Black',\n",
       " 'Dynamat - Xtreme 18\" x 32\" Dampening Sheet - Aluminum/Black',\n",
       " 'Dynamat - Xtreme 18\" x 32\" Sound-Dampening Sheets (9-Pack)',\n",
       " 'Dynamat - Xtreme 24\" x 48\" Sound-Dampening Sheets (9-Pack)',\n",
       " 'EatSmart - Precision Voyager Luggage Scale - Silver',\n",
       " 'Epicureanist - On-the-Go Tote - Black',\n",
       " 'Epicureanist - Wine Bottle Stopper - Silver',\n",
       " 'Euro-Pro - Shark Rapido Electronic Iron - Silver/Blue',\n",
       " 'Eveready - Flashlight - Red',\n",
       " 'Fabrique Innovations - Arizona Diamondbacks Pillow Pet',\n",
       " 'Fabrique Innovations - Chicago Cubs Pillow Pet',\n",
       " 'Fabrique Innovations - Houston Texans Pillow Pet',\n",
       " 'Fabrique Innovations - LSU Pillow Pet',\n",
       " 'Fabrique Innovations - Los Angeles Dodgers Pillow Pet',\n",
       " 'Fabrique Innovations - Michigan State Pillow Pet',\n",
       " 'Fabrique Innovations - New York Yankees Pillow Pet',\n",
       " 'Fabrique Innovations - North Carolina State Pillow Pet',\n",
       " 'Fabrique Innovations - Oakland Raiders Pillow Pet',\n",
       " 'Fabrique Innovations - Ohio State Buckeyes Snuggie',\n",
       " 'Fabrique Innovations - Oklahoma State Cowboys Snuggie',\n",
       " 'Fabrique Innovations - Oregon State Pillow Pet',\n",
       " 'Fabrique Innovations - Philadelphia Flyers Pillow Pet',\n",
       " 'Fabrique Innovations - Philadelphia Phillies Pillow Pet',\n",
       " 'Fabrique Innovations - Pittsburgh Penguins Pillow Pet',\n",
       " 'Fabrique Innovations - Pittsburgh Pirates Pillow Pet',\n",
       " 'Fabrique Innovations - Pittsburgh Steelers Pillow Pet',\n",
       " 'Fabrique Innovations - San Diego Chargers Pillow Pet',\n",
       " 'Fabrique Innovations - St. Louis Cardinals Pillow Pet',\n",
       " 'Fabrique Innovations - Texas Rangers Pillow Pet',\n",
       " 'Falcon - Microfiber Screen Shammy',\n",
       " 'Fan Pack With Medium T-Shirt - CD',\n",
       " 'Fellowes - Monitor Riser - Silver',\n",
       " 'Fender&#xAE; - Big F Logo Stretch Cap (Large/Extra-Large) - Black',\n",
       " \"Fender&#xAE; - Men's T-Shirt (Extra Large) - Blue\",\n",
       " 'First Alert - 0.1 Cu. Ft. Fire- and Water-Resistant Media Protector Chest - Black/Light Gray',\n",
       " 'First Alert - 0.2 Cu. Ft. Fire- and Water-Resistant Protector Chest - Gray/Black',\n",
       " 'First Alert - 0.9 Cu. Ft. Fire- and Water-Resistant Anti-Theft Safe - Gray/Silver/Black',\n",
       " 'First Alert - 1.0 Cu. Ft. Anti-Theft Safe - Light Gray/Black',\n",
       " 'First Alert - 1.3 Cu. Ft. Fire- and Water-Resistant Safe - Silver',\n",
       " 'Folie &#xBF; Deux - CD',\n",
       " 'Franklin - English-Spanish Translator - Black/Silver/Red',\n",
       " 'Franklin - Merriam Webster Intermediate Dictionary/Thesaurus - Black/Silver',\n",
       " 'Frigidaire - Pan Treatment Tablets (6-Pack)',\n",
       " 'GUNNAR Optiks - Call of Duty: Modern Warfare 3 Gaming Eyewear',\n",
       " 'Gaiam - Bloom Yoga Mat - Fuchsia',\n",
       " 'Gaiam - Green Tea Yoga Mat - Green',\n",
       " 'Gaiam - Yoga Socks',\n",
       " 'Game Time - Alabama Crimson Tide Schedule Watch',\n",
       " 'Game Time - Arizona State Sun Devils Schedule Watch',\n",
       " 'Game Time - Arizona Wildcats Schedule Watch',\n",
       " 'Game Time - Auburn Tigers Schedule Watch',\n",
       " 'Game Time - Baltimore Ravens Schedule Watch',\n",
       " 'Game Time - Boston Red Sox Schedule Watch',\n",
       " 'Game Time - Duke Blue Devils Schedule Watch',\n",
       " 'Game Time - Florida Gators Schedule Watch',\n",
       " 'Game Time - Indiana Hoosiers Schedule Watch',\n",
       " 'Game Time - Ohio State Buckeyes Schedule Watch',\n",
       " 'Game Time - Pittsburgh Steelers Schedule Watch',\n",
       " 'Gibson - Logo T-Shirt (Extra Large) - Black',\n",
       " \"Gibson - Men's Muscle Shirt (Medium) - Black\",\n",
       " \"GoFit - Women's Elite Articulated Gloves (Medium) - Pink/Black\",\n",
       " 'Gunnar - Midnight 3D Eyewear',\n",
       " 'Gunnar Eyewear - Gunnar Computer Eyewear &#x2014; Metropole Earth Frame',\n",
       " 'Gunnar Eyewear - Gunnar Computer Eyewear &#x2014; Pipeline Onyx Frame',\n",
       " 'Gunnar Eyewear - Gunnar Computer Eyewear &#x2014; Weezer Onyx Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; MLG Legend Chrome Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; MLG Legend Olive/Camo Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; MLG Legend Onyx Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; MLG Phantom Mercury Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; MLG Phantom Onyx Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; MLG Phantom Snow/Onyx Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; PPK Chrome Frame - Chrome',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; PPK Cobalt/Snow Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; PPK Heat/Onyx Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; PPK Onyx Frame - Onyx',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; PPK Onyx/Mercury Frame',\n",
       " 'Gunnar Eyewear - Gunnar Gaming Eyewear &#x2014; SteelSeries Scope Onyx Frame',\n",
       " 'Gypsy - Butterfly Silicone Set - Red/Black',\n",
       " 'Gypsy - Crown Sleeve - Pink/White',\n",
       " 'Haan - Steam Station - Black/Gray',\n",
       " 'Hamilton Beach - Icy Treats Maker - White',\n",
       " 'Hamilton Beach - Rock Salt for Ice Cream Makers',\n",
       " 'Hammered Dulcimer: Advanced Techniques and Celtic Styling - DVD',\n",
       " 'HandStands - National Geographic Mouse Mat (Elowah Falls)',\n",
       " 'Hello Kitty - 0.4L Water Bottle',\n",
       " 'Hello Kitty - 0.6L Water Bottle',\n",
       " 'Hello Kitty - Hair Dryer - Pink',\n",
       " 'Hello Kitty - Mini Heart Portable Speaker - Pink',\n",
       " 'Hello Kitty - Speaker Head - Pink',\n",
       " 'Highland Mint - Baltimore Ravens Framed Signature Gridiron',\n",
       " 'Highland Mint - Buffalo Sabres Framed Signature Rink',\n",
       " 'Highland Mint - Chicago Bulls Framed Signature Court',\n",
       " 'Highland Mint - Chicago Cubs Gold Coin and Infield Dirt Photo',\n",
       " 'Highland Mint - Detroit Tigers Gold Coin and Infield Dirt Photo',\n",
       " 'Highland Mint - Green Bay Packers Framed Signature Gridiron',\n",
       " 'Highland Mint - Minnesota Twins Gold Coin and Infield Dirt Photo',\n",
       " 'Highland Mint - San Jose Sharks Framed Signature Rink',\n",
       " 'Highland Mint - St. Louis Blues Framed Signature Rink',\n",
       " 'HoMedics - BubbleBliss Footbath - Blue/White',\n",
       " 'HoMedics - Classic Dial Scale - Silver/Black',\n",
       " 'HoMedics - Shiatsu Foot Massager - Black/Silver',\n",
       " 'Holmes - Box Fan - White',\n",
       " 'Holmes - Lil Blizzard HAOF87BLZ-UC Desk Fan - Black',\n",
       " 'Holmes - Stand Fan',\n",
       " 'Hot Rod Surf: Pinstriping Techniques - DVD',\n",
       " 'Hot Shots Golf: Open Tee 2 - PSP',\n",
       " 'Hot Shots Golf: Open Tee Greatest Hits - PSP',\n",
       " \"Jack LaLanne's - Power Juicer Express - Black\",\n",
       " \"Jack LaLanne's - Power Juicer Express - White\",\n",
       " 'Janome - Refurbished Sew Mini 2-Stitch Sewing Machine - White/Red',\n",
       " 'Jensen - Triplex Jack - White',\n",
       " 'John Frieda - Loose Curls 1-1/2\" Curling Iron - Silver',\n",
       " \"K'NEX - DoubleShot Roller Coaster Building Set\",\n",
       " \"K'NEX - Drag Racers/Dinosaurs/Cars Building Set Kit\",\n",
       " \"K'NEX - Monster Jam Monster Truck Building Set\",\n",
       " \"K'NEX - Monster Jam Truck Building Set\",\n",
       " \"K'NEX - Monster Trucks Kit\",\n",
       " \"K'NEX - Tractor Pals and Farmyard Friends Kit\",\n",
       " 'Kaz - SoftHeat Deluxe Heating Pad - Blue/White',\n",
       " 'Kaz - SoftHeat Ultra Moist/Dry Heating Pad - Blue/White',\n",
       " 'Kellett - Antivibration Pads for Washers and Dryers (4-Pack) - Black',\n",
       " 'Korg - Metronome - Blue',\n",
       " 'Lasko - Performance Portable Air Companion - Gray',\n",
       " 'Lastolite - All-in-One Umbrella',\n",
       " 'Lastolite - Ezybox Hot Shoe Softbox Kit',\n",
       " 'Lorex - LOREXvue Sports Video Sunglasses',\n",
       " 'Mattel - F.A.M.P.S. Starter Kit',\n",
       " 'Maxi-Matic - Popcorn Popper - Red',\n",
       " 'Maxi-Matic - Tabletop Popcorn Popper - Red',\n",
       " 'Maxi-Matic - Tabletop Popcorn Popper - Red',\n",
       " 'Maxi-Matic - Tabletop Popcorn Popper - Red',\n",
       " 'Memory Company - Buffalo Bills Glass Clock',\n",
       " 'Memory Company - Buffalo Bills Tiffany Lamp',\n",
       " 'Memory Company - Cleveland Browns Chrome Clock',\n",
       " 'Memory Company - Dallas Stars Tiffany Lamp',\n",
       " 'Memory Company - Detroit Lions Chrome Clock',\n",
       " 'Memory Company - New England Patriots Chrome Clock',\n",
       " 'Memory Company - New Orleans Saints Chrome Clock',\n",
       " 'Memory Company - New York Giants Chrome Clock',\n",
       " 'Memory Company - Philadelphia Eagles Chrome Clock',\n",
       " 'Memory Company - San Diego Chargers Chrome Clock',\n",
       " 'Memory Company - San Diego Chargers Glass Clock',\n",
       " 'Memory Company - San Diego Padres Tiffany Lamp',\n",
       " 'Memory Company - San Francisco 49ers Chrome Clock',\n",
       " 'Memory Company - Tennessee Titans Chrome Clock',\n",
       " 'Memory Company - Wisconsin Glass Clock',\n",
       " 'Milliken - Los Angeles Clippers Large Rug',\n",
       " 'Milliken - Los Angeles Kings Small Rug',\n",
       " 'Milliken - Seattle Seahawks Large Rug',\n",
       " 'Mio - Times 2 Sports Timer - Black',\n",
       " 'Monster - Foam SuperTips (Large) (6-Pack) - Silver',\n",
       " 'Monster - Foam SuperTips (Medium) (6-Pack) - Dark Gray',\n",
       " 'Monster - Foam SuperTips (Small) (6-Pack) - White',\n",
       " 'Monster - Gel SuperTips (Extra-Small) (6-Pack)',\n",
       " 'Monster - Gel SuperTips (Large) (6-Pack)',\n",
       " 'Monster - Gel SuperTips (Medium) (6-Pack)',\n",
       " 'Monster - Gel SuperTips (Small) (6-Pack)',\n",
       " 'Monster - Gel and Foam SuperTips Sampler Pack (10-Pack)',\n",
       " 'Monster - West Coast Customs 24-Oz. High-Performance Shine On Tire Dressing Spray',\n",
       " 'Monster - West Coast Customs 24-Oz. High-Performance Super Glow Premium Wax',\n",
       " 'Monster - West Coast Customs High-Performance ShowRoom Glo Instant Detailer',\n",
       " 'Moongel - Damper Pads (4-Pack) - Blue',\n",
       " 'Musino - Student Series Violin Outfit for 3/4-Size Violins - Brown',\n",
       " 'NASCAR - #88 AMP Energy Car/Transporter/Pit Crew Kit',\n",
       " 'Nanda Home - Clocky Alarm Clock - Aqua',\n",
       " 'Nanda Home - Clocky Alarm Clock - Black',\n",
       " 'Nanda Home - Clocky Alarm Clock - Chrome',\n",
       " 'Nanda Home - Tocky Digital Alarm Clock - Black',\n",
       " 'New Balance - Shoe Wallet',\n",
       " 'NightWave - Sleep Assistant - Black',\n",
       " 'Niles - Gold-Plated Banana Plugs (2-Pack)',\n",
       " 'Nostalgia Electrics - Donut Hole and Cake Pop Maker - Brown/Yellow',\n",
       " 'Nostalgia Electrics - Hard Candy Cotton Candy Maker - Pink',\n",
       " 'Nostalgia Electrics - Hard and Sugar-Free Cotton Candy Kit',\n",
       " 'Nostalgia Electrics - Hollywood Hot Air Popcorn Maker - Red',\n",
       " 'Nostalgia Electrics - Pop-Up Hot Dog Toaster - Red',\n",
       " 'Nostalgia Electrics - Popcorn, Oil and Seasoning Kit',\n",
       " 'Nostalgia Electrics - Retro Series Hot Air Popcorn Popper - Red',\n",
       " 'Nostalgia Electrics - Retro Series Hot Dog Roller',\n",
       " 'Nostalgia Electrics - Retro Snow Cone Maker - Red',\n",
       " 'Nostalgia Electrics - Vintage Collection Old-Fashioned Movie Time Popcorn Cart - Red',\n",
       " 'Nostalgia Electrics - Vintage Collection Popcorn and Concession Cart - Red',\n",
       " 'Nostalgia Electrics - Vintage Collection Snow Cone Maker Accessories',\n",
       " 'Omron - Thermometer Probe Covers (30-Pack)',\n",
       " 'PMD - Replacement Tips for PMD Devices (6-Pack) - Red',\n",
       " 'PRO Beauty Tools - Alice and Esme Twilight Sparkle Ceramic Styler - Purple',\n",
       " 'PRO Beauty Tools - Bella Twilight Sparkle Ceramic Styling Iron - Purple',\n",
       " 'PRO Beauty Tools - Bella Twilight Sparkle Ion/Ceramic Professional Round Brush - Purple',\n",
       " 'PRO Beauty Tools - Edward Twilight Sparkle Ceramic Detailer - Purple',\n",
       " 'PRO Beauty Tools - Rosalie Twilight Sparkle Ionic Smoothing Brush - Purple',\n",
       " 'PRO Beauty Tools - Rosalie Twilight Sparkle Ionic Steam Hairsetter - Purple',\n",
       " 'PRO Beauty Tools - Twilight Sparkle Ceramic Ionic Dryer - Purple',\n",
       " 'Pangea - Dallas Cowboys Sandwich and Waffle Grill',\n",
       " 'Pangea - Fanjams New York Yankees Over-the-Ear Headphones',\n",
       " 'Pangea - Fanjams St. Louis Cardinals Over-the-Ear Headphones',\n",
       " 'Pangea - Fanjams Texas Rangers Over-the-Ear Headphones',\n",
       " 'Pangea - New York Giants Sandwich and Waffle Grill',\n",
       " 'Pangea - Oakland Raiders Sandwich and Waffle Grill',\n",
       " 'Pangea - ProToast San Diego Padres 2-Slice Toaster',\n",
       " 'Pangea - ProToast Texas Rangers 2-Slice Toaster',\n",
       " 'Pangea Brands - Fanjams Milwaukee Brewers Over-the-Ear Headphones - Blue/White',\n",
       " 'Pangea Brands - Golden State Warriors Sandwich Press',\n",
       " 'Pangea Brands - ProToast Arizona Cardinals 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Buffalo Bills 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Carolina Panthers 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Dallas Cowboys 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Houston Texans 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Miami Dolphins 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast New York Jets 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Pittsburgh Steelers 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast San Diego Chargers 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Tampa Bay Buccaneers 2-Slice Toaster - Silver',\n",
       " 'Pangea Brands - ProToast Washington Redskins 2-Slice Toaster - Silver',\n",
       " 'Pentel - Oh! Retractable Gel Pen (3-Pack) - Black',\n",
       " 'Pentel - R.S.V.P. Razzle Dazzle Ball-Point Pen (5-Pack) - Black',\n",
       " 'Pentel - Wow Assorted Retractable Ball-Point Fashion Pen (5-Pack) - Green/Orange/Pink/Sky Blue/Violet',\n",
       " 'Pentel - Wow Retractable Ball Point Pen (5-Pack) - Black',\n",
       " 'Pivotal - Foam Roller',\n",
       " 'Polaroid - 3D Cover Small 3D Glasses - Black',\n",
       " 'Polaroid - Celeb 3D Glasses - Gunmetal',\n",
       " 'Polaroid - Junior Panoramic 3D Glasses - Black/Silver',\n",
       " 'Polaroid - Junior Panoramic 3D Glasses - Blue/Silver',\n",
       " 'Practecol - Dryer Balls (2-Pack)',\n",
       " 'Pro-Form - Reflective Vest - Yellow',\n",
       " 'Pro-Form - Vibe FX',\n",
       " 'Razer - Goliathus Speed Edition Gaming Mat - Black',\n",
       " \"Red - Coheed and Cambria Men's T-Shirt (Small) - Black\",\n",
       " \"Red - Dave Matthews Band Men's Ringer T-Shirt (Large) - Gray/Blue\",\n",
       " \"Red - I Buy Vinyl Men's T-Shirt (Large) - Blue\",\n",
       " \"Red - I Buy Vinyl Men's T-Shirt (Medium) - Blue\",\n",
       " \"Red - I Buy Vinyl Men's T-Shirt (Small) - Blue\",\n",
       " \"Red - Insane Clown Posse Men's T-Shirt (Small) - Black\",\n",
       " \"Red - New Found Glory Men's T-Shirt (Medium) - Black\",\n",
       " \"Red - New Found Glory Men's T-Shirt (Small) - Black\",\n",
       " \"Red - Psychopathic Records Men's T-Shirt (Extra Large) - Black\",\n",
       " \"Red - Sean Kingston Men's T-Shirt (Extra Large) - Black\",\n",
       " \"Red - Sean Kingston Men's T-Shirt (Large) - Black\",\n",
       " \"Red - Sean Kingston Men's T-Shirt (Medium) - Black\",\n",
       " 'Rico - Arizona Cardinals Barbecue Grill Cover',\n",
       " 'Rico - Baltimore Ravens Barbecue Grill Cover',\n",
       " 'Rowenta - Effective Iron - White',\n",
       " 'Rowenta - Professional Iron - White',\n",
       " 'Royal Sovereign - 12\" x 18\" Laminating Pouches (50-Pack) - Clear',\n",
       " 'Royal Sovereign - 2-9/16\" x 3-3/4\" Laminating Pouches (25-Pack) - Clear',\n",
       " 'Royal Sovereign - 8-3/4\" x 11-1/4\" Laminating Pouches (100-Pack) - Clear',\n",
       " 'Royal Sovereign - Create & Laminate Kit',\n",
       " 'Royal Sovereign - Paper Binding Covers (25-Pack) - Navy',\n",
       " 'SKIL - 36-Piece Precision Screwdriver Set',\n",
       " 'SKIL - 59-Piece Stubby T-Driver Set',\n",
       " 'SKIL - Insulated Nail Staples (15-Pack)',\n",
       " 'SKIL - Zip Ties (20-Pack)',\n",
       " 'Samson - Headset Windscreen (5-Pack) - Yellow/Orange/Red/Blue/Black',\n",
       " 'Scosche - Marine In-Dash Deck Cover-Up - Black',\n",
       " 'Sesame Street - Kick-It Elmo/Swim Time Ernie/Cookie Monster Basketball Kit',\n",
       " 'Shark - Professional Electronic Iron - Purple',\n",
       " 'Shark - Steam Pocket Pads (2-Pack)',\n",
       " 'Sienna - Surecare Garment Steamer - Purple',\n",
       " 'Silverlit - Blue Sky Heli Bluetooth R/C Helicopter - Orange',\n",
       " 'Singer - 7-Stitch Sewing Machine - White',\n",
       " 'Singer - Classic Finish Steam Iron - White/Gray',\n",
       " 'Singer - Expert Finish Steam Iron - White/Purple/Gray',\n",
       " 'Singer - Perfect Finish Steam Iron - White/Blue/Gray',\n",
       " 'Singer - Stylist 100-Stitch Sewing Machine - White',\n",
       " 'Siskiyou - Michigan State Metal Hitch Cover',\n",
       " 'Skil - 22-Piece Precision Screwdriver Set',\n",
       " 'Smart Choice - Touch-Up Paint - White',\n",
       " 'Smart Garden - Aviatra Ceramic Birdbath - Blue',\n",
       " 'Smart Garden - Monte Carlo Premium Hammock - Taupe',\n",
       " 'SoftHeat - Moist Heat Pad - White',\n",
       " 'SoftHeat - Moist/Dry Standard-Size Heating Pad - Blue',\n",
       " 'SoftHeat - Ultraflexible Heating Wrap - Blue',\n",
       " 'SoftHeat - Ultramoist Heating Pad - Blue',\n",
       " 'Sonic Alert - Sonic Boom Alarm Clock - Black',\n",
       " 'Squier&#xAE; - Affinity Strat&#xAE; Pack - Black',\n",
       " 'Squier&#xAE; - Affinity Strat&#xAE; Pack - Blue',\n",
       " 'Squier&#xAE; - Affinity Stratocaster&#xAE; - Metallic Blue',\n",
       " 'Squier&#xAE; - Affinity Telecaster&#xAE; - Butterscotch Blonde',\n",
       " 'Squier&#xAE; - Affinity&#x2122; Fat Stratocaster&#xAE; - Metallic Red',\n",
       " 'Squier&#xAE; - Bullet&#xAE; Strat&#xAE; with Tremelo HSS - Brown Sunburst',\n",
       " 'Squier&#xAE; - Mini RW TRD - Torino Red',\n",
       " 'Stack-On - Premier Executive Water- and Fire-Resistant Safe - Matte Black',\n",
       " 'Stanton - One Trackmaster Cartridge with Mini Flight Case - Blue/Silver',\n",
       " 'Stern - Avatar Professional Pinball Machine',\n",
       " 'Stern - Iron Man Classic Home Pinball Machine',\n",
       " 'Stern - TRON: Legacy Professional Pinball Machine',\n",
       " 'Sunbeam - Donut Maker - Yellow',\n",
       " 'Sunpak - Medium Ball Head',\n",
       " 'Swinxs & Humana - Color Sleeves for Swinxs Game Consoles',\n",
       " 'Swinxs - Game Console - Green',\n",
       " 'Taylor - Home Touch Garment Butler',\n",
       " 'Taylor Guitars - Road Crew T-Shirt (Large) - Black',\n",
       " 'Team ProMark - Buffalo Bills Laptop Sleeve - Red',\n",
       " 'Team Sports America - Arkansas Scoreboard Alarm Clock',\n",
       " 'Team Sports America - Atlanta Falcons Scoreboard Alarm Clock',\n",
       " 'Team Sports America - Buffalo Bills Scoreboard Wall Clock',\n",
       " 'Team Sports America - Denver Broncos Scoreboard Wall Clock',\n",
       " 'Team Sports America - Florida State Scoreboard Alarm Clock',\n",
       " 'Team Sports America - LSU Scoreboard Alarm Clock',\n",
       " 'Team Sports America - Oklahoma Scoreboard Alarm Clock',\n",
       " 'Team Sports America - Oklahoma State Scoreboard Alarm Clock',\n",
       " 'Team Sports America - Pittsburgh Steelers Scoreboard Alarm Clock',\n",
       " 'Team Sports America - Pittsburgh Steelers Scoreboard Wall Clock',\n",
       " 'Team Sports America - San Francisco Giants Scoreboard Alarm Clock',\n",
       " 'Team Sports America - Suite Collection Dallas Cowboys Laptop Bag - Black',\n",
       " 'Team Sports America - Suite Collection Denver Broncos Laptop Bag - Black',\n",
       " 'Team Sports America - Suite Collection Detroit Lions Laptop Bag - Black',\n",
       " 'Team Sports America - Suite Collection Green Bay Packers Laptop Bag - Black',\n",
       " 'Team Sports America - Suite Collection Miami Dolphins Laptop Bag - Black',\n",
       " 'Team Sports America - Suite Collection Philadelphia Eagles Laptop Bag - Black',\n",
       " 'Team Sports America - Suite Collection Pittsburgh Steelers Laptop Bag - Black',\n",
       " 'Team Sports America - Suite Collection San Francisco 49ers Laptop Bag - Black',\n",
       " 'TekNmotion - Yapster Haeadset - Black',\n",
       " 'The Best of Squirrel Nut Zippers [ECD] - CD',\n",
       " 'The Sharper Image - Shiatsu Massage Pillow',\n",
       " 'Therasage - Instant Calmer Heating Pad - Black',\n",
       " 'Therasage - Instant Calmer Heating Pad - Black',\n",
       " 'Timbuk2 - Plush Sleeve - Gunmetal',\n",
       " 'Timex - Ironman Race Trainer Kit - Black',\n",
       " 'Toddy Gear - Namaste 5\" x 7\" Smart Cloth',\n",
       " 'Toddy Gear - The Aficionado 5\" x 7\" Smart Cloth',\n",
       " 'Trademark Games - 7-In-1 Magnetic Travel Game Set',\n",
       " 'Trademark Games - Deluxe Wooden Chess, Backgammon and Checker Set',\n",
       " 'Trademark Global - 36\" x 72\" Roulette Layout',\n",
       " 'Trademark Global - 4-Deck Automatic Card Shuffler',\n",
       " 'Trademark Global - 6-Deck Automatic Card Shuffler',\n",
       " 'Trademark Global - 6-Deck Blackjack Dealing Shoe',\n",
       " 'Trademark Global - Dealing Shoe - Clear, Black',\n",
       " 'Trademark Global - Deluxe Wooden Backgammon Set',\n",
       " 'Trademark Global - Elegant Glass Chess and Checker Board Set',\n",
       " 'Trademark Global - Pai Gow Chinese Dominoes Tile Set',\n",
       " 'Trademark Global - Playing Cards - Red',\n",
       " 'Trademark Global - Shut The Box Game',\n",
       " 'Trademark Global - Walnut Chess Board with Staunton Chessmen',\n",
       " 'Trash Can (Star Wars Themed)',\n",
       " 'Tribeca - <i>South Park</i> Cartman Mouse Pad - Black',\n",
       " 'Tribeca - <i>South Park</i> Kenny Mouse Pad',\n",
       " 'Tribeca - Arizona Diamondbacks Shield for Apple&#xAE; iPad&#x2122; - Crimson',\n",
       " 'Tribeca - Atlanta Braves Shield for Apple&#xAE; iPad&#x2122; - Dark Blue',\n",
       " 'Tribeca - Boston Red Sox Slip Sleeve for Apple&#xAE; iPad&#x2122; - Black',\n",
       " 'Tribeca - Chicago Blackhawks Netbook Sleeve - Black',\n",
       " 'Tribeca - Chicago Bulls Shield for Apple&#xAE; iPad&#x2122; - Red',\n",
       " 'Tribeca - Chicago Cubs Shield for Apple&#xAE; iPad&#x2122; - Medium Blue',\n",
       " 'Tribeca - Chicago White Sox Slip Sleeve for Apple&#xAE; iPad&#x2122; - Black',\n",
       " 'Tribeca - New York Yankees Slip Sleeve for Apple&#xAE; iPad&#x2122; - Black',\n",
       " 'Tribeca - Philadelphia Phillies Slip Sleeve for Apple&#xAE; iPad&#x2122; - Black',\n",
       " 'Tribeca - Pittsburgh Penguins Shield for Apple&#xAE; iPad&#x2122; - Black',\n",
       " 'Tribeca - Washington Capitals Deluxe Stylus - Black',\n",
       " 'Triumph Sports USA - 2-In-1 Tournament Bag Toss and 2-Hole Washer Toss Game Pack',\n",
       " 'Triumph Sports USA - 2-in-1 Tournament Game Pack',\n",
       " 'Triumph Sports USA - 3-in-1 Rotating Game Table',\n",
       " 'Triumph Sports USA - 4-in-1 Rotating Game Table',\n",
       " 'Triumph Sports USA - Ace 800 Electronic Dartboard',\n",
       " 'Triumph Sports USA - Bag Toss Tournament Game',\n",
       " 'Triumph Sports USA - Bag Toss Tournament Game',\n",
       " 'Triumph Sports USA - Bag Toss Tournament Game',\n",
       " 'Triumph Sports USA - Cricket Ace 400 Electronic Dartboard',\n",
       " 'Triumph Sports USA - Cricket Ace 600 Electronic Dartboard',\n",
       " 'Triumph Sports USA - Door Court Basketball Game',\n",
       " 'Triumph Sports USA - Glow Ladder Toss Game',\n",
       " 'Triumph Sports USA - Ladder Toss Game',\n",
       " 'Triumph Sports USA - Washer Toss Tournament Game',\n",
       " 'True Innovations - Mesh Task Chair - Pink',\n",
       " 'Tumi - T-Tech Presidio Lombard Boarding Tote',\n",
       " 'Vivitek - XPAND 3D Active Glasses (2-Pack) - Blue',\n",
       " 'Wenger - SwissGear Valve Backpack - Black/Red',\n",
       " 'West Bend - Large 7-Quart Popcorn Bucket - Red',\n",
       " 'West Bend - Medium Popcorn Bucket - Red',\n",
       " 'West Bend - Microwave Popcorn Popper - Red',\n",
       " 'West Bend - Popcorn and Oil (3-Pack)',\n",
       " 'West Bend - Stir Crazy 4-Oz. Theater Popper - Red',\n",
       " 'West Coast Customs - Logo Kit - Black/Silver',\n",
       " 'West Coast Customs - Metal License Plate Frame - Black/Gray',\n",
       " 'West Coast Customs - Vehicle Graphics Kit - Black',\n",
       " 'Wild Sales - Baylor Bears Leather Executive Chair',\n",
       " 'Wild Sales - Buffalo Bills Desktop Statue',\n",
       " 'Wild Sales - Chicago Bears Desktop Statue',\n",
       " 'Wild Sales - Cincinnati Bengals Leather Executive Chair',\n",
       " 'Wild Sales - Dallas Cowboys Leather Executive Chair',\n",
       " 'Wild Sales - Detroit Lions Desktop Statue',\n",
       " 'Wild Sales - New England Patriots Leather Executive Chair',\n",
       " 'Wild Sales - Pittsburgh Steelers Tailgate Toss',\n",
       " 'Wild Sales - Tampa Bay Buccaneers Leather Executive Chair',\n",
       " 'Wild Sales - Virginia Tailgate Toss',\n",
       " 'Wild Sales - Washington Redskins Desktop Statue',\n",
       " 'Wild Sales - Washington Redskins Leather Executive Chair',\n",
       " 'Wine Enthusiast - 12-Bottle Wine Cellar - Black',\n",
       " \"Wine Enthusiast - N'FINITY 170-Bottle Wine Cellar - Black\",\n",
       " 'Wine Enthusiast - VinoView 35-Bottle Wine Cellar - Black',\n",
       " 'Wolfgang Puck - Immersion Blender',\n",
       " 'Woodees - Classic Travel Kit',\n",
       " 'Yurbuds - Ironman Armband',\n",
       " 'ZAGG - Wipes XL (15-Pack)',\n",
       " 'ZENO - Hot Spot - Pink',\n",
       " 'Zadro - Alarm Clock - Silver',\n",
       " 'Zadro - Tranquil Sounds Personal Oxygen Bar - Silver',\n",
       " 'Zildjian - Chocolate Classic T-Shirt (Extra Large) - Chocolate',\n",
       " 'Zildjian - Classic T-Shirt (Large) - Chocolate',\n",
       " 'Zildjian - Crew T-Shirt (Extra Large) - Black',\n",
       " 'Zojirushi - Ms. Bento Lunch Jar - Aqua Blue']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters[1]  #useful for spot checking clusters to ensure items inside are homogenous"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{ cluster: 0, top_words: ['Dolby', 'DVD', 'Widescreen', 'AC3', 'Subtitle', 'Fullscreen', 'Blu-ray', 'Disc', 'Dts', 'Dubbed', 'Special', 'Discs]', 'Sub', 'Dub', 'Dol)', '(Ws', 'Vol.', 'WWE:', '[3', 'Ac3']}\n",
      "{ cluster: 1, top_words: ['Black', 'Sports', 'Red', 'Eyewear', 'Gunnar', 'Clock', 'Blue', 'Game', 'T-Shirt', 'Silver', 'Innovations', 'Pangea', 'Pillow', 'Fabrique', 'Team', 'Iron', 'America', 'Pet', 'Kit', 'White']}\n",
      "{ cluster: 2, top_words: ['CD', '[CD', 'DVD]', '[PA]', '[Digipak]', 'Icon', '(CD+DVD)', '[Import]', 'Live', '[ECD]', 'It', '[Box]', 'Black', 'Init&#x2122;', 'Home', 'On', '[Slipcase]', 'Wallet', 'Play', 'CD]']}\n",
      "{ cluster: 3, top_words: ['Laptop', 'Memory', 'Processor', 'Display', 'Drive', 'Hard', 'Intel&#xAE;', '4GB', 'Core&#x2122;', '15.6\"', 'Black', 'HP', '500GB', 'AMD', '14\"', '640GB', '6GB', 'i3', 'i5', 'Toshiba']}\n",
      "{ cluster: 4, top_words: ['Microphone', 'Recorder', 'Digital', 'Voice', 'Condenser', 'Black', 'USB', 'Studio', 'Wireless', 'Vocal', 'Dynamic', 'Blue', 'System', 'Recording', 'MXL', 'Olympus', 'Samson', 'Microphones', 'Shure', 'Audio-Technica']}\n",
      "{ cluster: 5, top_words: ['KitchenAid', 'Black', 'White', 'Stand', 'Mixer', 'Cuisinart', 'Blender', 'Food', 'Stainless-Steel', 'Maker', 'Series', 'Toaster', 'Pro', 'Processor', 'Artisan', 'Professional', 'Kalorik', 'Tilt-Head', 'Waring', '4-Slice']}\n",
      "{ cluster: 6, top_words: ['Range', '30\"', 'Self-Cleaning', 'Freestanding', 'Stainless-Steel', 'Electric', 'Convection', 'Gas', 'GE', 'Frigidaire', 'Slide-In', 'Double', 'Oven', 'Whirlpool', 'White', 'Black', 'Maytag', 'KitchenAid', 'Dual', 'Fuel']}\n",
      "{ cluster: 7, top_words: ['CD', 'Hits', 'Greatest', 'Best', 'Various', 'Vol.', '[PA]', 'Songs', 'Very', 'Live', 'Tribute', 'Essential', '[Box]', 'Singles', 'Collection', 'Hits,', 'Hits:', 'Love', 'Ultimate', '[CD']}\n",
      "{ cluster: 8, top_words: ['DVD', 'Discs]', 'Fullscreen', 'Widescreen', '[2', 'Dubbed', 'Collection', 'Subtitle', 'Christmas', 'Complete', '[3', 'Vol.', 'Blu-ray', 'Disc)', 'Disc', 'Dolby', 'Series', 'Little', 'AC3', 'Movie']}\n",
      "{ cluster: 9, top_words: ['(Pair)', 'Speakers', 'Speaker', '2-Way', 'Cones', 'Car', '(Each)', '6-1/2\"', 'Polypropylene', 'Black', 'System', '6\"', '5-1/4\"', '3-Way', 'Coaxial', 'Woofer', 'White', '9\"', 'Audio', 'Bookshelf']}\n",
      "{ cluster: 10, top_words: ['Mobile', 'Phone', 'Black', '(Unlocked)', 'Samsung', 'No-Contract', '(AT&T)', '(Verizon', 'Wireless)', '(Sprint)', 'LG', 'BlackBerry', 'Apple&#xAE;', 'HTC', 'White', '4G', 'Memory', '(T-Mobile)', 'Motorola', 'Refurbished']}\n",
      "{ cluster: 11, top_words: ['CD', 'Best', '[ECD]', 'Various', 'Is', '[Edited]', 'Very', 'You', 'No', '(Edited)', 'Time', 'My', 'Back', 'This', 'It', '[Clean]', 'We', 'Gold', 'Take', 'Way']}\n",
      "{ cluster: 12, top_words: ['DVD', 'Discs]', '[2', 'Widescreen', 'Subtitle', 'Collection', 'Fullscreen', 'Disc', 'Blu-ray', 'Disc)', 'Vol.', 'Movie', 'Special', 'Sub', 'Best', '[3', 'Life', '(Ws', 'Man', 'Dol)']}\n",
      "{ cluster: 13, top_words: ['Case', 'Mobile', 'Phones', 'Black', 'Series', 'OtterBox', 'HTC', 'Commuter', 'BlackBerry', 'Samsung', 'Platinum', 'Apple&#xAE;', 'iPhone&#xAE;', 'Defender', 'Motorola', 'EVO', 'DROID', '4G', 'Xentris', 'Superior']}\n",
      "{ cluster: 14, top_words: ['CD', 'de', 'DVD', 'La', 'El', 'Exitos', 'Various', 'De', 'Los', 'Grandes', 'Vol.', '[CD', 'DVD]', 'En', 'el', 'Amor', 'Vivo', 'en', '[ECD]', 'Corridos']}\n",
      "{ cluster: 15, top_words: ['AC3', 'Subtitle', 'DVD', 'Widescreen', 'Dubbed', 'Fullscreen', 'Dolby', 'Blu-ray', 'Disc', 'Man', 'Anniversary', \"Director's\", 'Up', 'New', 'II', 'Black', 'Me', 'Twilight', 'Fast', 'Love']}\n",
      "{ cluster: 16, top_words: ['Widescreen', 'DVD', 'Blu-ray', 'Disc', 'Fullscreen', 'Dubbed', 'AC3', 'Special', 'Dolby', 'Dts', 'You', 'One', \"Collector's\", 'No', 'Love', 'Pan', 'Scan', 'Too', 'Kill', 'It']}\n",
      "{ cluster: 17, top_words: ['Cartridge', 'Printer', 'Ink', 'HP', 'Black', 'Wireless', 'Brother', 'Network-Ready', 'Epson', 'Canon', 'Photo', 'All-In-One', 'Paper', 'Inkjet', 'Laser', 'Lexmark', 'Color', 'Print', 'Pack', 'All-in-One']}\n",
      "{ cluster: 18, top_words: ['System', 'Remote', 'Wireless', 'Camera', 'Surveillance', 'Lorex', 'Security', 'Universal', 'Directed', 'Electronics', 'Black', 'Digital', 'Kit', 'IR', 'Niles', 'Detector', 'Select', 'Monitoring', 'Indoor/Outdoor', 'Logitech']}\n",
      "{ cluster: 19, top_words: ['Headphones', 'Earbud', 'Over-the-Ear', 'Black', 'Skullcandy', 'Sennheiser', 'Sony', 'Ear', 'Stereo', 'White', 'Beats', 'Bud', 'AKG', 'DJ', 'Dr.', 'Dre', 'JVC', 'Blue', 'By', 'Microphone']}\n",
      "{ cluster: 20, top_words: ['DVD', 'Season', 'Discs]', 'Complete', 'Fullscreen', '[3', '[4', 'First', 'Widescreen', '[6', '[2', 'Second', '[5', 'Seasons', 'Third', 'Series', 'Subtitle', 'One', 'Fifth', 'Fourth']}\n",
      "{ cluster: 21, top_words: ['CD', 'Various', 'Karaoke:', 'Party', 'Vol.', 'Karaoke', 'Tyme', 'DVD', '[CD+G]', 'Songs', 'Hits', 'Disney', 'Sing', 'Lullaby', 'Christmas', 'Glee:', 'Music', 'Pop', 'Renditions', \"Disney's\"]}\n",
      "{ cluster: 22, top_words: ['Player', '3D', 'Blu-ray', 'DVD', 'Projector', 'Portable', 'Refurbished', 'Wi-Fi', 'DLP', 'Samsung', 'Sony', 'Widescreen', 'HD', 'Built-In', 'Philips', 'Glasses', 'Disc', '7\"', 'Ready', 'TV']}\n",
      "{ cluster: 23, top_words: ['Ft.', 'Cu.', 'Refrigerator', 'White', 'Frigidaire', 'Black', 'Water', 'Thru-the-Door', 'Ice', 'Side-by-Side', 'French', 'Door', 'BTU', 'Whirlpool', 'Air', 'Conditioner', 'Freezer', 'GE', 'LG', 'Window']}\n",
      "{ cluster: 24, top_words: ['Battery', 'Laptops', 'Lithium-Ion', 'Lenmar', 'Select', 'Series', 'HP', 'Dell', 'Toshiba', 'Sony', 'Compaq', 'VAIO', 'Acer', 'Netbooks', 'Apple&#xAE;', '6-Cell', 'Lithium-Polymer', 'Lenovo', 'Inspiron', 'Biz']}\n",
      "{ cluster: 25, top_words: ['Card', 'Prepaid', 'Airtime', 'Wireless', 'Gift', '$50', 'Top-Up', 'Mobile', 'Game', 'Xbox', 'Cricket', 'Microsoft', '$25', '$10', '$30', '$20', 'Download', 'Subscription', 'Facebook', 'Points']}\n",
      "{ cluster: 26, top_words: ['Audio', 'Mixer', 'USB', 'DJ', 'Behringer', 'Controller', 'Black', 'System', 'Interface', 'Digital', 'Software', 'Sound', 'M-Audio', 'MIDI', 'Numark', 'Turntable', 'Pro', 'Studio', '2-Channel', 'Pioneer']}\n",
      "{ cluster: 27, top_words: ['GoFit', 'Pro-Form', 'Treadmill', 'Elliptical', 'Exercise', 'Reebok', 'Scale', 'Ball', 'Body', 'Fitness', 'Stamina', 'Dumbbell', 'Bike', 'Weight', 'Trainer', 'Kettlebell', 'Workout', 'Conair', 'Ultimate', 'Jillian']}\n",
      "{ cluster: 28, top_words: ['Vacuum', 'Bagless', 'HEPA', 'Upright', 'Cleaner', 'Air', 'BISSELL', 'Hoover', 'Filter', 'White', 'Dyson', 'Black', 'Steam', 'Canister', 'Replacement', 'Humidifier', 'Purifier', 'Pet', 'Blue', 'Gal.']}\n",
      "{ cluster: 29, top_words: ['Apple&#xAE;', 'Case', 'iPod&#xAE;', 'touch', 'Black', 'iPhone&#xAE;', 'iPad&#xAE;', '4th-Generation', 'Tribeca', 'Hard', 'Shell', 'Griffin', 'Technology', 'Belkin', 'iPad&#x2122;', 'Pink', 'White', 'Incase', 'Blue', 'Riot']}\n",
      "{ cluster: 30, top_words: ['Nintendo', 'Wii', 'DS', '3DS', 'Game', 'DSi', 'Mario', 'Super', 'LEGO', 'LeapFrog', 'dreamGEAR', 'Pack', 'Disney', '3D', 'Kit', 'Bundle', 'Party', 'Edition', 'Starter', 'Sports']}\n",
      "{ cluster: 31, top_words: ['Memory', 'Card', 'PCI', '1GB', 'Graphics', 'Express', 'DDR3', 'DDR2', 'ATX', 'Desktop', '2GB', 'GeForce', 'DIMM', 'Master', 'Corsair', 'Kit', 'Power', 'Laptop', 'Cooler', 'GDDR5']}\n",
      "{ cluster: 32, top_words: ['DVD', 'Yoga', 'Workout', 'Dance', 'Fullscreen', 'Pilates', 'Beginners', 'Body', 'Training', 'Cardio', 'Fat', 'Power', 'Fitness', 'Weight', 'Jillian', 'Loss', 'Billy', 'Blanks:', 'Ultimate', 'Walk']}\n",
      "{ cluster: 33, top_words: ['Apple&#xAE;', 'Deck', 'Player', 'MP3', 'In-Dash', '50W', 'Radio-Ready', 'CD', 'iPod&#xAE;-/Satellite', 'Black', 'MOSFET', 'Sony', 'DVD', 'Radio-/HD', '4GB*', 'iPod&#xAE;-Ready', 'iPod', '8GB*', 'Radio', '52W']}\n",
      "{ cluster: 34, top_words: ['CD', '[PA]', 'Best', 'Is', 'Vol.', 'Life', 'Me', 'Black', 'No', 'It', 'Various', 'All', 'My', '[Digipak]', 'Live', 'We', '[CD', 'World', 'You', 'Da']}\n",
      "{ cluster: 35, top_words: ['CD', '[Digipak]', '[PA]', '[CD', 'DVD]', '[ECD]', '20th', 'Century', 'Masters', 'Live', 'Best', '[Deluxe', '[Bonus', 'The...', 'You', 'on', 'Various', 'Is', 'Edition]', 'Love']}\n",
      "{ cluster: 36, top_words: ['Memory', 'Card', 'Class', 'Secure', 'Digital', 'High', 'Capacity', '(SDHC)', '8GB', 'SanDisk', '16GB', '10', 'microSDHC', '4GB', 'PNY', 'Transcend', '32GB', 'CompactFlash', 'Kingston', 'Extreme']}\n",
      "{ cluster: 37, top_words: ['CD', 'You', 'Me', 'All', 'VINYL', 'Love', 'My', 'Is', 'Up', 'We', 'Your', 'It', 'This', 'on', '[ECD]', 'Be', 'Like', 'Back', 'Heart', 'No']}\n",
      "{ cluster: 38, top_words: ['Keyboard', 'Wireless', 'Keys', 'Sony', 'Portable', 'Full-Size', 'VAIO', 'Casio', 'Gaming', 'Black', 'Touch-Sensitive', '61', 'Keyscaper', 'Adesso', 'Laptops', 'Logitech', 'Series', '88', 'Skin', 'Apple&#xAE;']}\n",
      "{ cluster: 39, top_words: ['Razor', 'Scooter', 'Electric', 'Norelco', 'Huffy', 'Philips', 'Black', 'Bicycle', 'Trimmer', 'Shaver', 'Braun', 'Remington', 'Rechargeable', 'Kit', 'Pro', \"Men's\", 'Cordless', 'Hair', 'Replacement', 'Series']}\n",
      "{ cluster: 40, top_words: ['Camera', 'Digital', 'Black', '14.0-Megapixel', 'Silver', 'Nikon', 'Canon', 'Olympus', '12.1-Megapixel', '14.1-Megapixel', 'Coolpix', 'Red', 'PowerShot', 'Sony', 'Refurbished', 'Blue', 'Cyber-shot', 'FinePix', 'Panasonic', 'Lens']}\n",
      "{ cluster: 41, top_words: ['Vehicles', 'Select', 'Metra', 'Kit', 'Installation', 'Scosche', 'Black', 'Harness', 'Wiring', 'Adapter', 'Radio', 'Later', 'or', 'GM', 'Most', 'Ford', 'Toyota', 'Interface', 'Honda', 'Nissan']}\n",
      "{ cluster: 42, top_words: ['HDTV', 'Class', '1080p', '60Hz', 'LED', 'LCD', '720p', '3D', '120Hz', 'Samsung', 'Smart', 'Plasma', '600Hz', 'Refurbished', '32\"', '46\"', 'LG', 'Toshiba', 'Panasonic', '55\"']}\n",
      "{ cluster: 43, top_words: ['System', 'Phone', 'DECT', '6.0', 'Cordless', 'Expandable', 'Digital', 'Answering', 'Panasonic', 'Corded', 'AT&T', 'Handset', 'Expansion', 'Speakerphone', 'Systems', 'Caller', 'VTech', 'ID', 'Uniden', 'Select']}\n",
      "{ cluster: 44, top_words: ['Microwave', 'Cu.', 'Ft.', 'Stainless-Steel', 'Oven', 'Over-the-Range', 'Built-In', 'Wall', 'GE', 'Electric', 'Black', 'White', 'Convection', 'Mid-Size', 'Single', 'Whirlpool', '30\"', '2.0', 'Frigidaire', 'Double']}\n",
      "{ cluster: 45, top_words: ['Memory', 'Processor', 'Drive', 'Hard', 'Desktop', 'Intel&#xAE;', '4GB', '1TB', 'Core&#x2122;', 'HP', 'AMD', 'Computer', 'All-In-One', 'II', 'Display', 'Pavilion', '8GB', 'Athlon&#x2122;', '500GB', '6GB']}\n",
      "{ cluster: 46, top_words: ['Mac/Windows', 'Scanner', 'Livescribe', 'Digital', 'Calculator', 'Black', 'Tablet', 'Pen', 'Most', 'Version', 'System', 'Brother', 'Electronic', 'Stylus', 'Devices', 'Level', 'Rosetta', 'Stone', '4:', 'Portable']}\n",
      "{ cluster: 47, top_words: ['CD', '[Remaster]', '(Bonus', 'Edition)', '[Bonus', '(Deluxe', 'Tracks]', 'Tracks)', '(Remastered)', 'DVD]', 'Edition]', '[CD', '[Deluxe', '[PA]', '(CD+DVD)', 'Various', '(Japan)', 'Edition', 'Track)', '(Limited']}\n",
      "{ cluster: 48, top_words: ['Radio', 'Antenna', '2-Way', '(Pair)', 'Midland', 'Black', 'AM/FM', 'Clock', 'Digital', 'Satellite', '22-Channel', 'FRS/GMRS', 'Weather', 'Kit', 'Direct', 'Indoor', 'Marine', 'Radios', 'Select', 'Antennas']}\n",
      "{ cluster: 49, top_words: ['DVD', 'Discs]', 'Widescreen', '[2', 'Blu-ray', 'Disc', 'Fullscreen', 'Dead', 'Collection', 'Subtitle', 'Disc)', 'Halloween', 'Night', 'Movie', 'Dark', '[3', 'Complete', 'Special', '(2', 'Box']}\n",
      "{ cluster: 50, top_words: ['Mouse', 'Wireless', 'Black', 'Optical', 'Gaming', 'Logitech', 'Microsoft', 'Razer', 'Pad', 'Mobile', 'Laser', 'Edition', 'SteelSeries', 'Blue', 'Red', '3500', 'Silver', 'Keyboard', 'Wild', 'Sales']}\n",
      "{ cluster: 51, top_words: ['Drive', 'USB', 'Flash', '2.0', 'Disc', 'Spindle', 'External', 'DVD&#xB1;RW/CD-RW', 'Double-Layer', '4GB', '8x', 'Verbatim', 'Memorex', '16x', 'Case', 'DVD+R', '8GB', '16GB', 'Aleratec', 'CD']}\n",
      "{ cluster: 52, top_words: ['Stainless-Steel', '30\"', 'Black', 'Range', 'Cooktop', 'Electric', 'Built-In', 'Hood', 'Gas', 'Grill', '36\"', 'GE', 'Heater', 'Cooker', 'Convertible', 'Whirlpool', 'KitchenAid', 'White', 'Externally', 'Vented']}\n",
      "{ cluster: 53, top_words: ['CD', 'Various', 'Vol.', 'Collection', 'Best', '[PA]', 'Music', '20th', 'Century', 'DVD', 'Live', 'Piano', '[CD', 'DVD]', '[Box]', 'Tribute', 'Masters:', 'Millennium', 'Very', 'Anthology']}\n",
      "{ cluster: 54, top_words: ['Hal', 'Leonard', 'Music', 'Sheet', 'Guitar', 'DVD', 'Book', 'CD', 'Various', 'Rock', 'Acoustic', 'Alfred', 'Play', 'Piano', 'Best', 'Instructional', 'Ultimate', 'Artists:', 'Method', 'Blues']}\n",
      "{ cluster: 55, top_words: ['Guitar', 'Electric', '6-String', 'Full-Size', 'Black', 'Acoustic', 'Natural', 'Guitars', 'Fender&#xAE;', 'Pedal', 'Strings', 'Bass', 'Schecter', 'Acoustic/Electric', 'Drum', 'Series', 'Cordoba', 'Wood', '4-String', 'Nylon']}\n",
      "{ cluster: 56, top_words: ['Case', 'Black', 'Camera', 'Bag', 'Lowepro', 'Logic', 'Backpack', 'Most', 'Digital', 'Cases', 'Gator', 'Carrying', 'Guitars', 'Cameras', 'Sony', 'AW', 'Compact', 'Portable', 'Sling', 'Manfrotto']}\n",
      "{ cluster: 57, top_words: ['Widescreen', 'Dolby', 'DVD', 'Subtitle', 'AC3', 'Dubbed', 'Fullscreen', 'Dts', 'Blu-ray', 'Disc', 'UMD', 'Dead', 'Saw', 'Game', 'One', 'II', 'Blood', 'Out', 'Dark', 'Set']}\n",
      "{ cluster: 58, top_words: ['Windows', 'Mac/Windows', 'Edition', 'Sims', 'Game', 'War', \"Collector's\", 'Pack', 'World', 'II:', 'II', 'Collection', 'Limited', 'Call', 'Dragon', 'Elder', 'Scrolls', 'Expansion', 'Year', 'Home']}\n",
      "{ cluster: 59, top_words: ['Headset', 'Bluetooth', 'Wireless', 'Plantronics', 'Gaming', 'Black', 'PlayStation', 'Headphones', 'Stereo', 'Xbox', '360', 'System', 'Logitech', 'Turtle', 'Beach', 'Microphone', 'Ear', 'USB', 'Jawbone', 'Sennheiser']}\n",
      "{ cluster: 60, top_words: ['CD', '[PA]', '[ECD]', '[Digipak]', 'Vol.', 'DualDisc', '[DualDisc]', 'II', 'Pt.', '[EP]', 'CD]', 'Various', '[Hyper', 'Best', '[Edited]', 'Time', 'Paper', '[Limited]', 'Chapter', 'from']}\n",
      "{ cluster: 61, top_words: ['GPS', 'Garmin', 'n&#xFC;vi', 'TomTom', 'DVD', 'Select', 'Mount', 'Black', 'Refurbished', 'Magellan', 'Lowrance', 'Chartplotter', 'Most', 'Golf', 'Arkon', 'Kit', 'Receivers', 'XL', 'RoadMate', 'VIA']}\n",
      "{ cluster: 62, top_words: ['Drive', 'Hard', 'External', 'USB', 'Black', '2.0', 'Western', 'Digital', 'Internal', 'Portable', 'Serial', 'ATA', 'Seagate', '1TB', 'My', '500GB', 'Solid', 'State', '2TB', 'FreeAgent']}\n",
      "{ cluster: 63, top_words: ['Refrigerator', 'Ft.', 'Cu.', 'Stainless-Steel', 'Water', 'Ice', 'Thru-the-Door', 'French', 'Door', 'Side-by-Side', 'GE', 'Frigidaire', 'Whirlpool', 'Boelter', 'Fridge', 'Monochromatic', 'Compact', 'Portable', 'Party', 'KitchenAid']}\n",
      "{ cluster: 64, top_words: ['Season', 'DVD', 'Discs]', 'Widescreen', 'Subtitle', 'Dolby', 'Complete', 'AC3', 'Dubbed', '[4', '[6', '[3', 'Fullscreen', 'Disc', 'Blu-ray', 'First', '[5', '[2', 'Second', 'Third']}\n",
      "{ cluster: 65, top_words: ['Home', 'Theater', 'Receiver', 'System', 'A/V', '3D', '5.1-Ch.', 'Pass', 'Through', '7.1-Ch.', 'Blu-ray', '1000W', 'Samsung', 'Speaker', 'Yamaha', 'Sony', 'Denon', 'Refurbished', 'Pioneer', 'DVD']}\n",
      "{ cluster: 66, top_words: ['Apple&#xAE;', 'iPod&#xAE;', 'iPhone&#xAE;', 'Dock', 'Black', 'Speaker', 'System', 'Clock', 'Radio', 'Portable', 'iHome', 'Select', 'Most', 'iPad&#xAE;', 'iPhone', 'Alarm', 'iPad&#xAE;,', 'Sony', 'Cable', 'Digital']}\n",
      "{ cluster: 67, top_words: ['AC3', 'Widescreen', 'Blu-ray', 'Disc', 'Subtitle', 'Dubbed', 'Dolby', 'Dts', 'DVD', 'Disc)', '(2', 'Discs]', 'Man', 'Fullscreen', '(W/Dvd)', 'Trilogy', 'Day', 'Last', 'Anniversary', \"Director's\"]}\n",
      "{ cluster: 68, top_words: ['Battery', 'Lithium-Ion', 'Lenmar', 'Select', 'Phones', 'Mobile', 'Digital', 'Cameras', 'Rechargeable', 'Energizer', 'DigiPower', 'Canon', 'Camcorders', 'Cordless', 'Batteries', 'Most', 'Samsung', 'Panasonic', 'Sony', 'Nikon']}\n",
      "{ cluster: 69, top_words: ['Widescreen', 'DVD', 'Blu-ray', 'Disc', 'Dubbed', 'Fullscreen', 'Special', \"Collector's\", 'Discs]', 'Disc)', '[2', 'Subtitle', '(2', 'AC3', 'Dolby', 'Collection', \"Director's\", 'Dead', 'Movie', 'Last']}\n",
      "{ cluster: 70, top_words: ['Light', 'Lighting', 'LED', 'Black', 'Chauvet', 'American', 'DJ', 'Solar', 'Fan', 'Lamp', 'Optoma', 'White', 'Mirror', 'Silver', 'Lasko', 'Smart', 'Energizer', 'Laser', 'Select', 'Zadro']}\n",
      "{ cluster: 71, top_words: ['Amplifier', 'Class', 'Bridgeable', 'AB', 'Kicker', 'Series', 'Power', '2-Channel', 'MOSFET', 'Guitar', 'Variable', 'Crossover', 'Mono', 'Combo', 'Behringer', 'Multichannel', 'Marine', 'Bass', 'Crossovers', 'Audio']}\n",
      "{ cluster: 72, top_words: ['Windows', 'Adobe', 'Mac', 'Upgrade', 'Mac/Windows', 'Suite', '2011', 'Pro', 'Edition', '2012', 'Home', 'Creative', '5.5', 'Premium', 'Microsoft', 'Student', '2010', 'Professional', 'Office', 'CS5.5']}\n",
      "{ cluster: 73, top_words: ['Blu-ray', 'Disc', 'Disc)', '3D', 'Discs]', '(2', 'DVD', 'Widescreen', '[2', 'Harry', '[Blu-ray]', 'Discs', 'Pirates', '(3', 'Complete', 'Collection', 'Subtitle', 'Potter', 'Blu-ray]', 'Caribbean:']}\n",
      "{ cluster: 74, top_words: ['Dishwasher', '24\"', 'Built-In', 'Tall', 'Tub', 'Stainless-Steel', 'Black', 'White', 'GE', 'Bosch', 'Whirlpool', 'KitchenAid', 'Series', 'Frigidaire', 'Evolution', 'Maytag', '18\"', 'Ascenta', 'Built-in', 'Integra']}\n",
      "{ cluster: 75, top_words: ['Monitor', 'Widescreen', 'Black', 'LCD', 'LED', 'Flat-Panel', 'HD', '23\"', 'Asus', 'Samsung', 'Screen', '27\"', 'Power', 'Acoustik', 'TFT-LCD', 'Frame', 'Projector', 'Digital', 'Photo', '20\"']}\n",
      "{ cluster: 76, top_words: ['Lens', 'Cameras', 'Nikon', 'Canon', 'Digital', 'SLR', 'Zoom', 'Filter', 'Tiffen', 'Sony', 'Telephoto', 'Select', 'Nikkor', 'USM', 'AF-S', 'DX', 'EF', 'Alpha', 'ED', 'f/2.8']}\n",
      "{ cluster: 77, top_words: ['Subtitle', 'DVD', 'Widescreen', 'Dubbed', 'Blu-ray', 'Disc', 'Fullscreen', 'Special', 'Dolby', 'Dts', 'B&W', 'Disc)', \"Collector's\", 'Movie', 'Box', 'UMD', \"Director's\", 'Dead', 'Discs]', 'Last']}\n",
      "{ cluster: 78, top_words: ['ZAGG', 'InvisibleSHIELD', 'Clear', 'Mobile', 'Phones', 'Protector', 'Screen', 'Apple&#xAE;', 'Samsung', 'HTC', 'Tablets', 'iPad&#xAE;', 'Galaxy', 'Motorola', 'Belkin', 'Wrapsol', 'LG', 'iPhone&#xAE;', 'Overlay', 'Sony']}\n",
      "{ cluster: 79, top_words: ['VINYL', '[LP]', '[PA]', 'Vinyl', 'CD', 'Disc]', '12-Inch', 'Single', '[12inch', '(Ogv)', '[Single]', 'Edition)', '[EP]', 'Vol.', '(Limited', 'Various', 'Is', 'White', 'No', 'Black']}\n",
      "{ cluster: 80, top_words: ['Wireless-N', 'Switch', 'Router', 'Ethernet', 'NETGEAR', 'Adapter', '4-Port', 'USB', 'Wireless', 'Gigabit', 'D-Link', 'Linksys', 'Modem', 'Belkin', 'Dual-Band', 'Cisco', '2.0', 'Refurbished', 'Network', '10/100']}\n",
      "{ cluster: 81, top_words: ['Watch', 'Monitor', 'Heart', 'Black', 'Rate', 'Digital', \"Men's\", 'Casio', 'Sport', 'Apple&#xAE;', 'Blood', 'Pressure', 'iPod&#xAE;', 'Timex', 'Pedometer', 'Sports', 'G-Shock', 'Arm', 'Atomic', 'Band']}\n",
      "{ cluster: 82, top_words: ['DVD', 'Discs]', 'CD', '(Ws', 'DVD]', '[CD', '[2', 'Disc)', 'Vol.', 'Fullscreen', 'Video', 'Sub', 'Dol)', '(2', 'Windows', 'Collection', 'Box', 'Subtitle', 'Dubbed', 'Ws']}\n",
      "{ cluster: 83, top_words: ['Black', 'Coffeemaker', 'Maker', 'Coffee', 'Stainless-Steel', 'Espresso', 'Wine', 'Cuisinart', 'Keurig', '12-Cup', '10-Cup', 'Vinotemp', 'White', 'Silver', 'Black/Stainless-Steel', 'Cellar', 'Rice', 'K-Cups', 'Cooker', 'Kettle']}\n",
      "{ cluster: 84, top_words: ['Subwoofer', '10\"', 'Enclosure', '4-Ohm', '12\"', 'Single-Voice-Coil', 'Dual-Voice-Coil', 'Kicker', 'Atrend', 'Dual', 'Powered', 'Sealed', 'Charcoal', 'Audio', 'Single', 'Series', '8\"', 'Ported', 'Black', '2-Ohm']}\n",
      "{ cluster: 85, top_words: ['Cable', 'Monster', 'AudioQuest', 'HDMI', 'Black', 'Audio', 'Speaker', 'Technology', 'RCA', 'White', \"6'\", 'Hosa', 'A/V', 'Belkin', 'USB', 'Video', \"10'\", 'Extension', \"3.3'\", \"6.6'\"]}\n",
      "{ cluster: 86, top_words: ['Mount', 'Tripod', 'Black', 'Adapter', 'Sunpak', 'Series', 'Digital', 'Manfrotto', 'Kit', 'Apple&#xAE;', 'Celestron', 'Mini', 'Camera', 'Stand', 'Binoculars', 'GoPro', 'Telescope', 'Wall', 'Cameras', 'Select']}\n",
      "{ cluster: 87, top_words: ['Laptop', 'Case', 'Black', 'Sleeve', 'Backpack', 'Apple&#xAE;', 'MacBook&#xAE;', 'Laptops', 'Targus', 'Most', 'Incase', 'Stand', 'Tablets', 'Acme', 'Made', 'Messenger', 'Netbook', 'Pro', 'Gray', 'Belkin']}\n",
      "{ cluster: 88, top_words: ['DVD', 'Season', 'Discs]', 'Complete', 'Disc)', '[4', '[2', 'First', '[6', 'One', '[3', 'Box', 'Series', 'Fullscreen', 'Blu-ray', 'Disc', 'Second', '[5', 'Part', 'Vol.']}\n",
      "{ cluster: 89, top_words: ['Black', 'Stand', 'Chair', 'Storage', 'Desk', 'Leather', 'Home', 'TheaterSeatStore', 'Speaker', 'Theater', 'Seating', 'Multimedia', 'Cabinet', 'Tower', 'Atlantic', 'Bush', 'Series', 'On-Stage', 'Computer', 'Furniture']}\n",
      "{ cluster: 90, top_words: ['CD', 'Best', 'Various', 'Love', 'Live', 'Life', 'My', '[PA]', 'New', 'at', '[Slipcase]', 'Soul', 'Night', '[EP]', '[ECD]', 'World', 'On', 'Black', 'Christmas', 'From']}\n",
      "{ cluster: 91, top_words: ['DVD', 'Live', 'Disc', 'Blu-ray', 'at', 'Dolby', 'CD', 'Tour', 'Concert', 'Dts', 'From', 'At', 'AC3', 'Widescreen', 'Best', 'Rock', 'Hall', '[CD', 'DVD]', 'New']}\n",
      "{ cluster: 92, top_words: ['DVD', 'Discs]', 'Box', 'Complete', 'Disc)', 'Collection', 'Vol.', 'Subtitle', '[2', 'Fullscreen', 'Series', 'WWE:', '(2', 'Widescreen', 'Disc', 'Blu-ray', 'Ultimate', '[3', '[4', 'Dubbed']}\n",
      "{ cluster: 93, top_words: ['Jacket', 'M-Edge', 'Accessories', 'Kindle', 'Amazon', 'Keyboard', 'Black', 'Digital', 'Readers', 'Kobo', 'Barnes', 'Noble', 'GO!', 'NOOK', 'Apple&#xAE;', 'iPad&#xAE;', 'Touch', 'NOOKcolor', 'Red', 'Cover']}\n",
      "{ cluster: 94, top_words: ['Power', 'Charger', 'Adapter', 'Battery', 'Protector', 'USB', 'Surge', 'AC', 'Black', 'Apple&#xAE;', 'Travel', 'Belkin', 'System', 'Charging', 'Kit', 'Nintendo', 'Monster', 'Back-Up', 'iPhone&#xAE;', 'DigiPower']}\n",
      "{ cluster: 95, top_words: ['Cu.', 'Ft.', 'White', 'Dryer', 'Washer', 'Capacity', 'Electric', 'Gas', 'Whirlpool', 'Steam', 'LG', 'GE', '9-Cycle', 'Samsung', 'High-Efficiency', '7.4', 'Maytag', '7.3', 'Ultra', '13-Cycle']}\n",
      "{ cluster: 96, top_words: ['CD', 'Original', 'Soundtrack', '[Original', 'Soundtrack]', 'Music', '[PA]', 'Motion', 'Picture', '(Score)', 'from', 'From', '[ECD]', 'Vol.', 'Remastered', 'Score]', 'Twilight', 'Cast', 'Star', 'Picture...']}\n",
      "{ cluster: 97, top_words: ['PlayStation', 'Xbox', 'PSP', 'Edition', '360', 'Guide)', '(Game', 'Hits', 'Greatest', '3,', 'Game', 'Nintendo', 'Bundle', 'Call', '360,', 'Sony', 'Pack', 'War', 'Duty:', \"Collector's\"]}\n",
      "{ cluster: 98, top_words: ['TVs', 'Flat-Panel', 'Up', 'TV', 'Stand', 'Mount', 'Most', 'Black', 'Wall', 'BDI', '60\"', 'or', '32\"', 'Furniture', 'Tube', 'Extends', 'Sanus', 'Whalen', '42\"', \"Bell'O\"]}\n"
     ]
    }
   ],
   "source": [
    "#sample top keywords in each cluster (same as figure above, but more data)\n",
    "for cluster_key in range(0,99):\n",
    "    print(f\"{{ cluster: {cluster_key}, top_words: {top_words(clusters[cluster_key], 20)}}}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas \n",
    "\n",
    "### Create Pandas dataframes for product_clusters\n",
    "product_ids_labels = dict(zip(product_ids, labels))\n",
    "pddf_product_ids_labels = pandas.DataFrame.from_dict(product_ids_labels, orient=\"index\", columns=[\"label\"])\n",
    "pddf_product_ids_labels[\"pid\"] = pddf_product_ids_labels.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing 9.15 Comparing approaches for mapping queries to product clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sentence_transformers, heapq\n",
    "\n",
    "## get the top n clusters based on similairty with centers \n",
    "def get_top_labels_centers(query, centers, n=2):\n",
    "    query_embedding = transformer.encode([query], convert_to_tensor=False)\n",
    "    similarities = sentence_transformers.util.cos_sim(\n",
    "                              query_embedding, centers)\n",
    "    sim = similarities.tolist()[0]\n",
    "    return [sim.index(i) for i in heapq.nlargest(n, sim)]\n",
    "\n",
    "### Get the cluster for the query based on prediction of the label\n",
    "def get_query_cluster(query):\n",
    "    query_embedding = transformer.encode([query], convert_to_tensor=False)\n",
    "    return algo.predict(query_embedding)\n",
    "\n",
    "def get_cluster_description(cluser_num):\n",
    "    return \"_\".join(top_words(clusters[cluser_num], 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KMeans Predicted Cluster:\n",
      "    44 (Microwave_Cu._Ft._Stainless-Steel_Oven)\n",
      "\n",
      "Cosine Predicted Cluster:\n",
      "    44\n",
      "      Microwave_Cu._Ft._Stainless-Steel_Oven)\n",
      "\n",
      "KNN Cosine Predicted Clusters: [44, 52, 5, 83, 6]\n",
      "    44 (Microwave_Cu._Ft._Stainless-Steel_Oven)\n",
      "    52 (Stainless-Steel_30\"_Black_Range_Cooktop)\n",
      "    5 (KitchenAid_Black_White_Stand_Mixer)\n",
      "    83 (Black_Coffeemaker_Maker_Coffee_Stainless-Steel)\n",
      "    6 (Range_30\"_Self-Cleaning_Freestanding_Stainless-Steel)\n"
     ]
    }
   ],
   "source": [
    "random.seed(0)\n",
    "\n",
    "query = \"microwave\"\n",
    "#option 1: Find nearest cluster (KMeans)\n",
    "kmeans_predict = get_query_cluster(query)[0]\n",
    "print(\"KMeans Predicted Cluster:\")\n",
    "print(f\"    {kmeans_predict} ({get_cluster_description(kmeans_predict)})\")\n",
    "\n",
    "#option 2: Find most similar cluster (Cosine similarity)\n",
    "closest_cosine_similarity = get_top_labels_centers(query, centers, 1)[0]\n",
    "print(f\"\"\"\\nCosine Predicted Cluster:\\n    {closest_cosine_similarity}\n",
    "      {get_cluster_description(closest_cosine_similarity)})\"\"\")\n",
    "\n",
    "#option 3: N-nearest clusters (Cosine similarity)\n",
    "knn_cosine_similarity = get_top_labels_centers(query, centers, 5)\n",
    "print(f\"\\nKNN Cosine Predicted Clusters: {knn_cosine_similarity}\")\n",
    "for n in knn_cosine_similarity:\n",
    "      print(f\"    {n} ({get_cluster_description(n)})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "sdf_id_labels = spark.createDataFrame(pddf_product_ids_labels).createOrReplaceTempView('products_clusters')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load signal data to create user-product vectors\n",
    "signals_collection = engine.get_collection(\"signals\")\n",
    "create_view_from_collection(signals_collection, \"signals\", spark)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wiping \"user_product_cluster\" collection\n",
      "Creating \"user_product_cluster\" collection\n",
      "Status: Success\n",
      "Successfully written 431393 documents\n"
     ]
    }
   ],
   "source": [
    "#Create User-product data set for personalization\n",
    "spark.sql(\"\"\"SELECT DISTINCT user, target AS product_id, name AS product_name\n",
    "FROM signals s JOIN products_samples p ON s.target = p.upc\n",
    "WHERE s.type = 'click'\"\"\").createOrReplaceTempView(\"user_product\")\n",
    "\n",
    "query = \"\"\"SELECT user, product_id, product_name, label FROM user_product a\n",
    "JOIN products_clusters b ON a.product_id = b.pid\"\"\"\n",
    "\n",
    "user_product_cluster_collection = engine.create_collection(\"user_product_cluster\")\n",
    "user_product_cluster_collection.write(from_sql(query, spark))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing 9.16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "## get the top n clusters based on similarity with centers \n",
    "def top_clusters_for_embedding(embedding, n=2):\n",
    "    similarities = sentence_transformers.util.cos_sim(embedding, centers)\n",
    "    sim = similarities.tolist()[0]\n",
    "    return [sim.index(i) for i in heapq.nlargest(n, sim)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importiong the modules\n",
    "\n",
    "#Take user's product interests and return dataframe containing embedding and guardrail cluster\n",
    "def get_user_embeddings(products=[]):\n",
    "    values = []\n",
    "    embeddings = get_indexed_product_embeddings()\n",
    "    for p in products:\n",
    "        values.append([embeddings[p], top_clusters_for_embedding(embeddings[p], 1)[0]])\n",
    "\n",
    "    return pandas.DataFrame(data=values, index=products,\n",
    "                            columns=[\"embedding\", \"cluster\"])\n",
    "\n",
    "def get_personalization_vector(query=None,\n",
    "                            user_items=[],\n",
    "                           query_weight=1,\n",
    "                    user_items_weights=[]):\n",
    "    #by default, weight is split 1:1 (50% each) between the query embedding and the user_items_weight.\n",
    "    #you can manually add weights for each user_item to influence how much each element counts.\n",
    "\n",
    "    query_embedding = transformer.encode(query) if query else None\n",
    "    \n",
    "    if len(user_items) > 0 and len(user_items_weights) == 0:\n",
    "        user_items_weights = numpy.full(shape=len(user_items),\n",
    "                               fill_value=1 / len(user_items))\n",
    "            \n",
    "    embeddings = []\n",
    "    embedding_weights = []\n",
    "    for weight in user_items_weights:\n",
    "        embedding_weights.append(weight) \n",
    "    for embedding in user_items:\n",
    "        embeddings.append(embedding)\n",
    "    if query_embedding.any():\n",
    "        embedding_weights.append(query_weight)\n",
    "        embeddings.append(query_embedding)\n",
    "    \n",
    "    return numpy.average(embeddings, weights=numpy.array(embedding_weights),\n",
    "                         axis=0).astype(\"double\") if len(embeddings) else None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing 9.17"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_vector(vector):\n",
    "    return \"[\" + (\", \".join([str(round(n, 3)) for n in vector]))[0:70] + \" ...]\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Products Interactions for Personalization:\n",
      "                                                        embedding  cluster\n",
      "7610465823828  [0.06417941, 0.04178553, -0.0017139615, -0.020...        1\n",
      "36725569478    [0.0055417763, -0.024302201, -0.024139373, -0....        6\n",
      "\n",
      "Personalization Vector (No Cluster Guardrails):\n",
      "[0.016, -0.006, -0.02, -0.032, -0.016, 0.008, -0.0, 0.017, 0.011, 0.007 ...]\n",
      "\n",
      "Query Clusters ('microwave'):\n",
      "[44, 52, 5, 83, 6]\n",
      "\n",
      "Products Filtered to Query Clusters:\n",
      "                                                     embedding  cluster\n",
      "36725569478  [0.0055417763, -0.024302201, -0.024139373, -0....        6\n",
      "\n",
      "Filtered Personalization Vector (With Cluster Guardrails):\n",
      "[0.002, -0.023, -0.026, -0.037, -0.025, 0.002, -0.009, 0.007, 0.033, -0 ...]\n"
     ]
    }
   ],
   "source": [
    "product_interests = [\"7610465823828\",  #hello kitty water bottle\n",
    "                     \"36725569478\"]   #stainless steel electric range\n",
    "\n",
    "user_embeddings = get_user_embeddings(product_interests)\n",
    "print(f\"\\nProducts Interactions for Personalization:\\n {user_embeddings}\")\n",
    "query = \"microwave\"\n",
    "\n",
    "unfiltered_personalization_vector = get_personalization_vector(query=query,\n",
    "                        user_items=user_embeddings['embedding'].to_numpy())\n",
    "print(\"\\nPersonalization Vector (No Cluster Guardrails):\")\n",
    "print(format_vector(unfiltered_personalization_vector))\n",
    "\n",
    "query_clusters = get_top_labels_centers(query,\n",
    "                                 centers, n=5)\n",
    "print(\"\\nQuery Clusters ('microwave'):\\n\" + str(query_clusters))\n",
    "\n",
    "clustered = user_embeddings.cluster.isin(query_clusters)\n",
    "products_in_cluster = user_embeddings[clustered] #filter down to only items in the query clusters\n",
    "print(\"\\nProducts Filtered to Query Clusters:\\n\" + str(products_in_cluster))\n",
    "\n",
    "filtered_personalization_vector = get_personalization_vector(query=query,\n",
    "                             user_items=products_in_cluster['embedding'].to_numpy())\n",
    "print(\"\\nFiltered Personalization Vector (With Cluster Guardrails):\")\n",
    "print(format_vector(filtered_personalization_vector))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing 9.18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load -s product_search_request engine/search_requests\n",
    "def product_search_request(query, param_overrides={}):\n",
    "    request = {\"query\": query,\n",
    "               \"query_fields\": [\"name\", \"manufacturer\", \"long_description\"],\n",
    "               \"return_fields\": [\"upc\", \"name\", \"manufacturer\",\n",
    "                                 \"short_description\", \"score\"],\n",
    "               \"limit\": 5,\n",
    "               \"order_by\": [(\"score\", \"desc\"), (\"upc\", \"asc\")]}\n",
    "    return request | param_overrides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from operator import itemgetter\n",
    "\n",
    "def rerank_with_personalization(docs, personalization_vector):\n",
    "    embeddings = get_indexed_product_embeddings()\n",
    "    result_embeddings = numpy.array(\n",
    "        [embeddings[docs[x]['upc']]\n",
    "         for x in range(len(docs))]).astype(float)\n",
    "    similarities = sentence_transformers.util.cos_sim(\n",
    "        personalization_vector, result_embeddings).tolist()[0]\n",
    "    reranked = [similarities.index(i)\n",
    "                for i in heapq.nlargest(len(similarities), similarities)]\n",
    "    reranked, _ = zip(*sorted(enumerate(similarities),\n",
    "                              key=itemgetter(1), reverse=True))\n",
    "    return [docs[i] for i in reranked]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No Personalization:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div id=\"demo\">\n",
       "\t<center><input style=\"width:40%\" readonly type=\"text\" name=\"q\" value=\"microwave\">\n",
       "\t<input readonly type=\"submit\" value=\"Search\">\n",
       "\t</center>\n",
       "    <div class=\"results\">\n",
       "    \t\n",
       "\n",
       "    </div>\n",
       "</div>\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/48231317436.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> LG - Trim Kit for Select LG Microwave Ovens - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> LG</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/84691211174.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> GE - Profile Advantium 1.7 Cu. Ft. Over-the-Range Microwave - Stainless-Steel/Black\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> GE</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/48231317498.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> LG - 1.7 Cu. Ft. Over-the-Range Microwave - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> LG</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/84691170679.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> GE - 1.1 Cu. Ft. Mid-Size Microwave - Black\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> GE</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = \"microwave\"\n",
    "request = product_search_request(query, {\"limit\": 100})\n",
    "\n",
    "response = products_collection.search(**request)\n",
    "docs = response[\"docs\"]\n",
    "print(\"No Personalization:\")\n",
    "display_product_search(query, docs[0:4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global Personalization (No Category Guardrails):\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div id=\"demo\">\n",
       "\t<center><input style=\"width:40%\" readonly type=\"text\" name=\"q\" value=\"microwave\">\n",
       "\t<input readonly type=\"submit\" value=\"Search\">\n",
       "\t</center>\n",
       "    <div class=\"results\">\n",
       "    \t\n",
       "\n",
       "    </div>\n",
       "</div>\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/21331131393.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Hello Kitty - 0.7 Cu. Ft. Compact Microwave\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Hello Kitty</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/885170045132.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Panasonic - 1.2 Cu. Ft. Mid-Size Microwave - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Panasonic</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/37988910045.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Panasonic - 1.2 Cu. Ft. Mid-Size Microwave - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Panasonic</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/37988910182.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Panasonic - 1.2 Cu. Ft. Mid-Size Microwave - White\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Panasonic</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Global Personalization (No Category Guardrails):\")\n",
    "reranked_seach_results_no_guardrails = \\\n",
    "    rerank_with_personalization(docs,\n",
    "        unfiltered_personalization_vector) \n",
    "display_product_search(query, reranked_seach_results_no_guardrails[0:4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Contextual Personalization (with Category Guardrails):\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div id=\"demo\">\n",
       "\t<center><input style=\"width:40%\" readonly type=\"text\" name=\"q\" value=\"microwave\">\n",
       "\t<input readonly type=\"submit\" value=\"Search\">\n",
       "\t</center>\n",
       "    <div class=\"results\">\n",
       "    \t\n",
       "\n",
       "    </div>\n",
       "</div>\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/36725569331.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Samsung - 1.8 Cu. Ft. Over-the-Range Microwave - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Samsung</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/36725560451.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Samsung - 1.8 Cu. Ft. Over-the-Range Microwave - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Samsung</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/36725560390.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Samsung - 1.6 Cu. Ft. Over-the-Range Microwave - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Samsung</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t\n",
       "    \t<div style=\"position: relative; width: 100%; height:auto; overflow: auto;\">\n",
       "\t    \t<div style=\"position: relative; float:left; width: 120px; margin-top:5px\">\n",
       "\t    \t\t<img style=\"width:250px; height: auto; max-height:150px\" src=\"../../data/retrotech/images/36725569454.jpg\">\n",
       "\t    \t</div>\n",
       "\t    \t<div style=\"position:relative; float:left; clear:none; width: 80%; height:auto\">\n",
       "\t    \t\t<p style=\"font-size:24px; padding-left: 50px;\"><strong>\t\tName:</strong> Samsung - 1.7 Cu. Ft. Over-the-Range Microwave - Stainless-Steel\n",
       "\t\t\t\t\t<br><strong>\t\tManufacturer:</strong> Samsung</p>\n",
       "\t    \t\t</p>\n",
       "\t    \t</div>\n",
       "    \t</div>\n",
       "    \t\n",
       "\t\t<div style=\"position:relative; clear:both; content: ' '; display: block; height: 1px; margin-top: 10px; margin-bottom:20px\">\n",
       "\t\t\t<hr style=\"color: gray; width: 95%;\" />\n",
       "\t\t</div>\n",
       "\t\t"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Contextual Personalization (with Category Guardrails):\")\n",
    "reranked_seach_results_with_guardrails = \\\n",
    "    rerank_with_personalization(docs,\n",
    "        filtered_personalization_vector) \n",
    "display_product_search(query, reranked_seach_results_with_guardrails[0:4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Up next: Chapter 10 - [Learning to Rank for Generalizable Search Relevance](../ch10/1.setup-the-movie-db.ipynb)"
   ]
  }
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